projects.yaml

configuration:
  min_stars: 300
  require_github: True
  max_trending_projects: 10
  allowed_licenses:
    [
      "Unlicense",
      "Apache-2.0",
      "MIT",
      "BSD-3-Clause",
      "BSD-2-Clause",
      "ISC",
      "MPL-2.0",
      "LGPL-2.1"
    ]
  markdown_header_file: "config/header.md"
  markdown_footer_file: "config/footer.md"
  projects_history_folder: "history"

categories:
  - category: "ml-frameworks"
    title: "Machine Learning Frameworks"
    subtitle: "General-purpose machine learning and deep learning frameworks."
  - category: "data-viz"
    title: "Data Visualization"
    subtitle: "General-purpose and task-specific data visualization libraries."
  - category: "nlp"
    title: "Text Data & NLP"
    subtitle: "Libraries for processing, cleaning, manipulating, and analyzing text data as well as libraries for NLP tasks such as language detection, fuzzy matching, classification, seq2seq learning, conversational AI, keyword extraction, and translation."
  - category: "image"
    title: "Image Data"
    subtitle: "Libraries for image & video processing, manipulation, and augmentation as well as libraries for computer vision tasks such as facial recognition, object detection, and classification."
  - category: "graph"
    title: "Graph Data"
    subtitle: "Libraries for graph processing, clustering, embedding, and machine learning tasks."
  - category: "audio"
    title: "Audio Data"
    subtitle: "Libraries for audio analysis, manipulation, transformation, and extraction, as well as speech recognition and music generation tasks."
  - category: "geospatial-data"
    title: "Geospatial Data"
    subtitle: "Libraries to load, process, analyze, and write geographic data as well as libraries for spatial analysis, map visualization, and geocoding."
  - category: "financial-data"
    title: "Financial Data"
    subtitle: "Libraries for algorithmic stock/crypto trading, risk analytics, backtesting, technical analysis, and other tasks on financial data."
  - category: "time-series-data"
    title: "Time Series Data"
    subtitle: "Libraries for forecasting, anomaly detection, feature extraction, and machine learning on time-series and sequential data."
  - category: "medical-data"
    title: "Medical Data"
    subtitle: "Libraries for processing and analyzing medical data such as MRIs, EEGs, genomic data, and other medical imaging formats."
  - category: "tabular"
    title: "Tabular Data"
    subtitle: "Libraries for processing tabular and structured data."
  - category: "ocr"
    title: "Optical Character Recognition"
    subtitle: "Libraries for optical character recognition (OCR) and text extraction from images or videos."
  - category: "data-containers"
    title: "Data Containers & Structures"
    subtitle: "General-purpose data containers & structures as well as utilities & extensions for pandas."
  - category: "data-loading"
    title: "Data Loading & Extraction"
    subtitle: "Libraries for loading, collecting, and extracting data from a variety of data sources and formats."
  - category: "web-scraping"
    title: "Web Scraping & Crawling"
    subtitle: "Libraries for web scraping, crawling, downloading, and mining as well as libraries."
  - category: "data-pipelines"
    title: "Data Pipelines & Streaming"
    subtitle: "Libraries for data batch- and stream-processing, workflow automation, job scheduling, and other data pipeline tasks."
  - category: "distributed-ml"
    title: "Distributed Machine Learning"
    subtitle: "Libraries that provide capabilities to distribute and parallelize machine learning tasks across large-scale compute infrastructure."
  - category: "hyperopt"
    title: "Hyperparameter Optimization & AutoML"
    subtitle: "Libraries for hyperparameter optimization, automl and neural architecture search."
  - category: "reinforcement-learning"
    title: "Reinforcement Learning"
    subtitle: "Libraries for building and evaluating reinforcement learning & agent-based systems."
  - category: "recommender-systems"
    title: "Recommender Systems"
    subtitle: "Libraries for building and evaluating recommendation systems."
  - category: "privacy-ml"
    title: "Privacy Machine Learning"
    subtitle: "Libraries for encrypted and privacy-preserving machine learning using methods like federated learning & differential privacy."
  - category: "ml-experiments"
    title: "Workflow & Experiment Tracking"
    subtitle: "Libraries to organize, track, and visualize machine learning experiments."
  - category: "model-serialisation"
    title: "Model Serialization & Deployment"
    subtitle: "Libraries to serialize models to files, convert between a variety of model formats, and optimize models for deployment."
  - category: "interpretability"
    title: "Model Interpretability"
    subtitle: "Libraries to visualize, explain, debug, evaluate, and interpret machine learning models."
  - category: "nn-search"
    title: "Vector Similarity Search (ANN)"
    subtitle: "Libraries for Approximate Nearest Neighbor Search and Vector Indexing/Similarity Search."
  - category: "probabilistics"
    title: "Probabilistics & Statistics"
    subtitle: "Libraries providing capabilities for probabilistic programming/reasoning, bayesian inference, gaussian processes, or statistics."
  - category: "adversarial"
    title: "Adversarial Robustness"
    subtitle: "Libraries for testing the robustness of machine learning models against attacks with adversarial/malicious examples."
  - category: "gpu-utilities"
    title: "GPU & Accelerator Utilities"
    subtitle: "Libraries that require and make use of CUDA/GPU or other accelerator hardware capabilities to optimize machine learning tasks."
  - category: "tensorflow-utils"
    title: "Tensorflow Utilities"
    subtitle: "Libraries that extend TensorFlow with additional capabilities."
  - category: "jax-utils"
    title: "Jax Utilities"
    subtitle: "Libraries that extend Jax with additional capabilities."
  - category: "sklearn-utils"
    title: "Sklearn Utilities"
    subtitle: "Libraries that extend scikit-learn with additional capabilities."
  - category: "pytorch-utils"
    title: "Pytorch Utilities"
    subtitle: "Libraries that extend Pytorch with additional capabilities."
  - category: "db-clients"
    title: "Database Clients"
    subtitle: "Libraries for connecting to, operating, and querying databases."
  - category: "chinese-nlp"
    title: "Chinese NLP"
    ignore: True

labels:
  - label: "tensorflow"
    image: "https://git.io/JLy1A"
    description: "Tensorflow related project"
  - label: "sklearn"
    image: "https://git.io/JLy1F"
    description: "Sklearn related project"
  - label: "pytorch"
    image: "https://git.io/JLy1Q"
    description: "PyTorch related project"
  - label: "mxnet"
    image: "https://git.io/JLy1X"
    description: "MxNet related project"
  - label: "spark"
    image: "https://git.io/JLy1N"
    description: "Apache Spark related project"
  - label: "jupyter"
    image: "https://git.io/JLy1E"
    description: "Jupyter related project"
  - label: "paddle"
    image: "https://git.io/JLy1M"
    description: "PaddlePaddle related project"
  - label: "pandas"
    image: "https://git.io/JLy1S"
    description: "Pandas related project"
  - label: "jax"
    image: "https://jax.readthedocs.io/en/latest/_static/favicon.png"
    description: "Jax related project"

projects:
  - name: Tensorflow
    github_id: tensorflow/tensorflow
    pypi_id: tensorflow
    conda_id: conda-forge/tensorflow
    dockerhub_id: tensorflow/tensorflow
    docs_url: https://www.tensorflow.org/overview
    category: ml-frameworks
    labels: ["tensorflow"]
  - name: PyTorch
    github_id: pytorch/pytorch
    pypi_id: torch
    conda_id: pytorch/pytorch
    docs_url: https://pytorch.org/docs/stable/index.html
    category: ml-frameworks
    labels: ["pytorch"]
    license: BSD-3-Clause
  - name: Keras
    github_id: keras-team/keras
    pypi_id: keras
    conda_id: conda-forge/keras
    docs_url: https://keras.io
    category: ml-frameworks
    labels: ["tensorflow"]
  - name: XGBoost
    github_id: dmlc/xgboost
    pypi_id: xgboost
    conda_id: conda-forge/xgboost
    docs_url: https://xgboost.readthedocs.io/en/latest/
    category: ml-frameworks
  - name: scikit-learn
    github_id: scikit-learn/scikit-learn
    pypi_id: scikit-learn
    conda_id: conda-forge/scikit-learn
    category: ml-frameworks
    labels: ["sklearn"]
  - name: CNTK
    github_id: microsoft/CNTK
    pypi_id: cntk
    category: ml-frameworks
  - name: MXNet
    github_id: apache/incubator-mxnet
    pypi_id: mxnet
    conda_id: mxnet
    category: ml-frameworks
    labels: ["mxnet"]
  - name: Catboost
    github_id: catboost/catboost
    pypi_id: catboost
    conda_id: conda-forge/catboost
    category: ml-frameworks
  - name: Fastai
    github_id: fastai/fastai
    pypi_id: fastai
    category: ml-frameworks
    labels: ["pytorch"]
  - name: LightGBM
    github_id: microsoft/LightGBM
    pypi_id: lightgbm
    conda_id: conda-forge/lightgbm
    category: ml-frameworks
  - name: Geomstats
    github_id: geomstats/geomstats
    pypi_id: geomstats
    conda_id: conda-forge/geomstats
    docs_url: https://geomstats.github.io/
    category: ml-frameworks
  - name: Theano
    github_id: Theano/Theano
    pypi_id: theano
    conda_id: conda-forge/theano
    category: ml-frameworks
  - name: Chainer
    github_id: chainer/chainer
    pypi_id: chainer
    conda_id: conda-forge/chainer
    category: ml-frameworks
  - name: TFlearn
    github_id: tflearn/tflearn
    pypi_id: tflearn
    category: ml-frameworks
    labels: ["tensorflow"]
  - name: Sonnet
    github_id: deepmind/sonnet
    pypi_id: dm-sonnet
    conda_id: conda-forge/sonnet
    category: ml-frameworks
    labels: ["tensorflow"]
  - name: Vowpal Wabbit
    github_id: VowpalWabbit/vowpal_wabbit
    pypi_id: vowpalwabbit
    conda_id: conda-forge/vowpalwabbit
    category: ml-frameworks
    license: BSD-3-Clause
  - name: Ludwig
    github_id: ludwig-ai/ludwig
    pypi_id: ludwig
    category: ml-frameworks
    labels: ["tensorflow"]
  - name: PaddlePaddle
    github_id: PaddlePaddle/Paddle
    pypi_id: paddlepaddle
    category: ml-frameworks
    labels: ["paddle"]
  - name: PySpark
    github_id: apache/spark
    pypi_id: pyspark
    conda_id: conda-forge/pyspark
    category: ml-frameworks
    labels: ["spark"]
    helm_id: stable/spark
    description: Apache Spark Python API.
  - name: PyFlink
    github_id: apache/flink
    pypi_id: apache-flink
    category: ml-frameworks
    description: Apache Flink Python API.
  - name: ktrain
    github_id: amaiya/ktrain
    pypi_id: ktrain
    category: ml-frameworks
    labels: ["tensorflow"]
  - name: tensorpack
    github_id: tensorpack/tensorpack
    pypi_id: tensorpack
    conda_id: conda-forge/tensorpack
    category: ml-frameworks
    labels: ["tensorflow"]
  - name: Ignite
    github_id: pytorch/ignite
    pypi_id: pytorch-ignite
    conda_id: pytorch/ignite
    category: ml-frameworks
    labels: ["pytorch"]
  - name: pytorch-lightning
    github_id: Lightning-AI/lightning
    pypi_id: pytorch-lightning
    conda_id: conda-forge/pytorch-lightning
    category: ml-frameworks
    labels: ["pytorch"]
  - name: skorch
    github_id: skorch-dev/skorch
    pypi_id: skorch
    conda_id: conda-forge/skorch
    category: ml-frameworks
    labels: ["pytorch", "sklearn"]
  - name: Torchbearer
    github_id: pytorchbearer/torchbearer
    pypi_id: torchbearer
    category: ml-frameworks
    labels: ["pytorch"]
  - name: Neural Network Libraries
    github_id: sony/nnabla
    pypi_id: nnabla
    category: ml-frameworks
  - name: ThunderGBM
    github_id: Xtra-Computing/thundergbm
    pypi_id: thundergbm
    category: ml-frameworks
  - name: ThunderSVM
    github_id: Xtra-Computing/thundersvm
    pypi_id: thundersvm
    category: ml-frameworks
  - name: xLearn
    github_id: aksnzhy/xlearn
    pypi_id: xlearn
    category: ml-frameworks
  - name: mlpack
    github_id: mlpack/mlpack
    pypi_id: mlpack
    conda_id: conda-forge/mlpack
    category: ml-frameworks
  - name: SHOGUN
    github_id: shogun-toolbox/shogun
    conda_id: conda-forge/shogun
    dockerhub_id: shogun/shogun
    category: ml-frameworks
    brew_id: shogun
  - name: dyNET
    github_id: clab/dynet
    pypi_id: dyNET
    category: ml-frameworks
  - name: Turi Create
    github_id: apple/turicreate
    pypi_id: turicreate
    category: ml-frameworks
  - name: NeuPy
    github_id: itdxer/neupy
    pypi_id: neupy
    category: ml-frameworks
  - name: StarSpace
    github_id: facebookresearch/StarSpace
    category: ml-frameworks
  - name: NuPIC
    github_id: numenta/nupic
    pypi_id: nupic
    category: ml-frameworks
  - name: MindsDB
    github_id: mindsdb/mindsdb
    pypi_id: mindsdb
    category: ml-frameworks
    labels: ["pytorch"]
  - name: EvaDB
    github_id: georgia-tech-db/eva
    pypi_id: evadb
    category: ml-frameworks
    labels: ["pytorch"]  
  - name: StatsModels
    github_id: statsmodels/statsmodels
    pypi_id: statsmodels
    conda_id: conda-forge/statsmodels
    category: ml-frameworks
  - name: Neural Tangents
    github_id: google/neural-tangents
    pypi_id: neural-tangents
    category: ml-frameworks
    license: Apache-2.0
  - name: mace
    github_id: XiaoMi/mace
    category: ml-frameworks
  - name: NeoML
    github_id: neoml-lib/neoml
    pypi_id: neoml
    category: ml-frameworks
    license: Apache-2.0
  - name: Thinc
    github_id: explosion/thinc
    pypi_id: thinc
    conda_id: conda-forge/thinc
    category: ml-frameworks
  - name: jax
    github_id: google/jax
    pypi_id: jax
    conda_id: conda-forge/jaxlib
    category: ml-frameworks
  - name: Flax
    github_id: google/flax
    pypi_id: flax
    conda_id: conda-forge/flax
    category: ml-frameworks
    labels: ["jax"]
  - name: Objax
    github_id: google/objax
    pypi_id: objax
    category: ml-frameworks
    labels: ["jax"]
  - name: nanodl
    github_id: HMUNACHI/nanodl
    pypi_id: nanodl
    category: ml-frameworks
    labels: ["jax"]
  - name: Haiku
    github_id: deepmind/dm-haiku
    pypi_id: dm-haiku
    conda_id: conda-forge/dm-haiku
    category: ml-frameworks
  - name: einops
    github_id: arogozhnikov/einops
    pypi_id: einops
    conda_id: conda-forge/einops
    category: ml-frameworks
  - name: VizSeq
    github_id: facebookresearch/vizseq
    pypi_id: vizseq
    category: nlp
  - name: NeuralQA
    github_id: victordibia/neuralqa
    pypi_id: neuralqa
    category: nlp
  - name: SciSpacy
    github_id: allenai/scispacy
    pypi_id: scispacy
    category: nlp
  - name: Jina
    github_id: jina-ai/jina
    pypi_id: jina
    conda_id: conda-forge/jina-core
    dockerhub_id: jinaai/jina
    category: ml-frameworks
  - name: Determined
    github_id: determined-ai/determined
    pypi_id: determined
    docs_url: https://docs.determined.ai
    category: ml-frameworks
    labels: ["pytorch", "tensorflow"]
    license: Apache-2.0
  - name: Texthero
    github_id: jbesomi/texthero
    pypi_id: texthero
    category: nlp
  - name: spaCy
    github_id: explosion/spaCy
    pypi_id: spacy
    conda_id: conda-forge/spacy
    category: nlp
  - name: gensim
    github_id: RaRe-Technologies/gensim
    pypi_id: gensim
    conda_id: conda-forge/gensim
    category: nlp
  - name: pyfasttext
    github_id: vrasneur/pyfasttext
    pypi_id: pyfasttext
    category: nlp
  - name: fuzzywuzzy
    github_id: seatgeek/fuzzywuzzy
    pypi_id: fuzzywuzzy
    conda_id: conda-forge/fuzzywuzzy
    category: nlp
  - name: nltk
    github_id: nltk/nltk
    pypi_id: nltk
    conda_id: conda-forge/nltk
    category: nlp
    description: Suite of libraries and programs for symbolic and statistical natural
      language processing for English.
  - name: torchtext
    github_id: pytorch/text
    pypi_id: torchtext
    category: nlp
    labels: ["pytorch"]
  - name: textacy
    github_id: chartbeat-labs/textacy
    pypi_id: textacy
    conda_id: conda-forge/textacy
    category: nlp
  - name: TextBlob
    github_id: sloria/TextBlob
    pypi_id: textblob
    conda_id: conda-forge/textblob
    category: nlp
  - name: flashtext
    github_id: vi3k6i5/flashtext
    pypi_id: flashtext
    conda_id: conda-forge/flashtext
    category: nlp
  - name: scattertext
    github_id: JasonKessler/scattertext
    pypi_id: scattertext
    conda_id: conda-forge/scattertext
    category: nlp
  - name: sentencepiece
    github_id: google/sentencepiece
    pypi_id: sentencepiece
    conda_id: conda-forge/sentencepiece
    category: nlp
  - name: langid
    github_id: saffsd/langid.py
    pypi_id: langid
    category: nlp
  - name: flair
    github_id: flairNLP/flair
    pypi_id: flair
    conda_id: conda-forge/python-flair
    category: nlp
    labels: ["pytorch"]
  - name: ftfy
    github_id: rspeer/python-ftfy
    pypi_id: ftfy
    conda_id: conda-forge/ftfy
    category: nlp
  - name: stop-words
    github_id: Alir3z4/python-stop-words
    pypi_id: stop-words
    category: nlp
  - name: stanza
    github_id: stanfordnlp/stanza
    pypi_id: stanza
    conda_id: stanfordnlp/stanza
    category: nlp
  - name: transformers
    github_id: huggingface/transformers
    pypi_id: transformers
    conda_id: conda-forge/transformers
    category: nlp
    labels: ["pytorch", "tensorflow"]
  - name: AllenNLP
    github_id: allenai/allennlp
    pypi_id: allennlp
    conda_id: conda-forge/allennlp
    category: nlp
    labels: ["pytorch"]
  - name: DELTA
    github_id: Delta-ML/delta
    pypi_id: delta-nlp
    dockerhub_id: zh794390558/delta
    category: nlp
    labels: ["tensorflow"]
  - name: ParlAI
    github_id: facebookresearch/ParlAI
    pypi_id: parlai
    category: nlp
    labels: ["pytorch"]
  - name: pytorch-nlp
    github_id: PetrochukM/PyTorch-NLP
    pypi_id: pytorch-nlp
    category: nlp
    labels: ["pytorch"]
  - name: spacy-transformers
    github_id: explosion/spacy-transformers
    pypi_id: spacy-transformers
    conda_id: conda-forge/spacy-transformers
    category: nlp
    labels: ["spacy"]
  - name: Camphr
    github_id: PKSHATechnology-Research/camphr
    pypi_id: camphr
    category: nlp
    labels: ["spacy"]
  - name: finetune
    github_id: IndicoDataSolutions/finetune
    pypi_id: finetune
    category: nlp
    labels: ["tensorflow", "sklearn"]
  - name: fast-bert
    github_id: utterworks/fast-bert
    pypi_id: fast-bert
    category: nlp
  - name: fastText
    github_id: facebookresearch/fastText
    pypi_id: fasttext
    conda_id: conda-forge/fasttext
    category: nlp
  - name: Rasa
    github_id: RasaHQ/rasa
    pypi_id: rasa
    category: nlp
    labels: ["tensorflow"]
  - name: ChatterBot
    github_id: gunthercox/ChatterBot
    pypi_id: chatterbot
    category: nlp
  - name: DeepPavlov
    github_id: deepmipt/DeepPavlov
    pypi_id: deeppavlov
    category: nlp
    labels: ["tensorflow"]
  - name: PyText
    github_id: facebookresearch/pytext
    pypi_id: pytext-nlp
    category: nlp
    labels: ["pytorch"]
  - name: OpenNMT
    github_id: OpenNMT/OpenNMT-py
    pypi_id: OpenNMT-py
    category: nlp
    labels: ["pytorch"]
  - name: GluonNLP
    github_id: dmlc/gluon-nlp
    pypi_id: gluonnlp
    category: nlp
    labels: ["mxnet"]
    description: Toolkit that enables easy text preprocessing, datasets loading and
      neural models building to help you speed up your Natural Language Processing (NLP)
      research.
  - name: Sockeye
    github_id: awslabs/sockeye
    pypi_id: sockeye
    category: nlp
    labels: ["mxnet"]
  - name: Snips NLU
    github_id: snipsco/snips-nlu
    pypi_id: snips-nlu
    category: nlp
  - name: fairseq
    github_id: facebookresearch/fairseq
    pypi_id: fairseq
    conda_id: conda-forge/fairseq
    category: nlp
    labels: ["pytorch"]
  - name: Kashgari
    github_id: BrikerMan/Kashgari
    pypi_id: kashgari-tf
    category: nlp
    labels: ["tensorflow"]
  - name: TensorFlow Text
    github_id: tensorflow/text
    pypi_id: tensorflow-text
    category: nlp
    labels: ["tensorflow"]
  - name: YouTokenToMe
    github_id: vkcom/youtokentome
    pypi_id: youtokentome
    conda_id: conda-forge/youtokentome
    category: nlp
  - name: CLTK
    github_id: cltk/cltk
    pypi_id: cltk
    category: nlp
  - name: NLP Architect
    github_id: IntelLabs/nlp-architect
    pypi_id: nlp-architect
    category: nlp
  - name: jellyfish
    github_id: jamesturk/jellyfish
    pypi_id: jellyfish
    conda_id: conda-forge/jellyfish
    category: nlp
  - name: T5
    github_id: google-research/text-to-text-transfer-transformer
    pypi_id: t5
    category: nlp
    labels: ["tensorflow"]
  - name: polyglot
    github_id: aboSamoor/polyglot
    pypi_id: polyglot
    category: nlp
  - name: Dedupe
    github_id: dedupeio/dedupe
    pypi_id: dedupe
    conda_id: conda-forge/dedupe
    category: nlp
  - name: NeuroNER
    github_id: Franck-Dernoncourt/NeuroNER
    pypi_id: pyneuroner
    category: nlp
  - name: Sumy
    github_id: miso-belica/sumy
    pypi_id: sumy
    conda_id: conda-forge/sumy
    category: nlp
  - name: TextDistance
    github_id: life4/textdistance
    pypi_id: textdistance
    conda_id: conda-forge/textdistance
    category: nlp
  - name: Translate
    github_id: pytorch/translate
    pypi_id: pytorch-translate
    category: nlp
    labels: ["pytorch"]
  - name: TransferNLP
    github_id: feedly/transfer-nlp
    pypi_id: transfer-nlp
    category: nlp
    labels: ["pytorch"]
  - name: FARM
    github_id: deepset-ai/FARM
    pypi_id: farm
    conda_id: conda-forge/farm
    category: nlp
    labels: ["pytorch"]
  - name: textpipe
    github_id: textpipe/textpipe
    pypi_id: textpipe
    category: nlp
  - name: anaGo
    github_id: Hironsan/anago
    pypi_id: anago
    category: nlp
    labels: ["tensorflow"]
  - name: NeMo
    github_id: NVIDIA/NeMo
    pypi_id: nemo-toolkit
    category: nlp
    labels: ["pytorch"]
  - name: MatchZoo
    github_id: NTMC-Community/MatchZoo
    pypi_id: matchzoo
    category: nlp
    labels: ["tensorflow"]
  - name: Texar
    github_id: asyml/texar
    pypi_id: texar
    category: nlp
    labels: ["tensorflow"]
  - name: PyTextRank
    github_id: DerwenAI/pytextrank
    pypi_id: pytextrank
    category: nlp
  - name: pySBD
    github_id: nipunsadvilkar/pySBD
    pypi_id: pysbd
    conda_id: conda-forge/pysbd
    category: nlp
  - name: Headliner
    github_id: as-ideas/headliner
    pypi_id: headliner
    category: nlp
  - name: Tokenizers
    github_id: huggingface/tokenizers
    pypi_id: tokenizers
    conda_id: conda-forge/tokenizers
    category: nlp
  - name: DeepMatcher
    github_id: anhaidgroup/deepmatcher
    pypi_id: deepmatcher
    category: nlp
  - name: Ciphey
    github_id: Ciphey/Ciphey
    pypi_id: ciphey
    dockerhub_id: remnux/ciphey
    category: nlp
  - name: ONNX-T5
    github_id: abelriboulot/onnxt5
    pypi_id: onnxt5
    category: nlp
  - name: Caer
    github_id: jasmcaus/caer
    pypi_id: caer
    docs_url: https://caer.rtfd.io
    category: image
    description: A lightweight Computer Vision library. Scale your models, not boilerplate.
  - name: Classy Vision
    github_id: facebookresearch/ClassyVision
    pypi_id: classy_vision
    conda_id: conda-forge/classy_vision
    category: image
    labels: ["pytorch"]
  - name: Torch Points 3D
    github_id: nicolas-chaulet/torch-points3d
    pypi_id: torch-points3d
    category: image
    labels: ["pytorch"]
    license: BSD-3-Clause
  - name: Face Alignment
    github_id: 1adrianb/face-alignment
    pypi_id: face-alignment
    category: image
    labels: ["pytorch"]
  - name: PyTorch Image Models
    github_id: rwightman/pytorch-image-models
    pypi_id: timm
    conda_id: conda-forge/timm
    category: image
    labels: ["pytorch"]
  - name: torchvision
    github_id: pytorch/vision
    pypi_id: torchvision
    conda_id: conda-forge/torchvision
    category: image
    labels: ["pytorch"]
  - name: ImageHash
    github_id: JohannesBuchner/imagehash
    pypi_id: ImageHash
    conda_id: conda-forge/imagehash
    category: image
  - name: imgaug
    github_id: aleju/imgaug
    pypi_id: imgaug
    conda_id: conda-forge/imgaug
    category: image
  - name: scikit-image
    github_id: scikit-image/scikit-image
    pypi_id: scikit-image
    conda_id: conda-forge/scikit-image
    category: image
  - name: imageio
    github_id: imageio/imageio
    pypi_id: imageio
    conda_id: conda-forge/imageio
    category: image
  - name: Augmentor
    github_id: mdbloice/Augmentor
    pypi_id: Augmentor
    category: image
  - name: opencv-python
    github_id: opencv/opencv-python
    pypi_id: opencv-python
    category: image
  - name: imageai
    github_id: OlafenwaMoses/ImageAI
    pypi_id: imageai
    conda_id: conda-forge/imageai
    category: image
  - name: Pillow
    github_id: python-pillow/Pillow
    pypi_id: Pillow
    conda_id: conda-forge/pillow
    category: image
    license: PIL
    show: true
  - name: PyTorch3D
    github_id: facebookresearch/pytorch3d
    pypi_id: pytorch3d
    conda_id: pytorch3d/pytorch3d
    category: image
    labels: ["pytorch"]
  - name: Pillow-SIMD
    github_id: uploadcare/pillow-simd
    pypi_id: pillow-simd
    category: image
    license: PIL
  - name: GluonCV
    github_id: dmlc/gluon-cv
    pypi_id: gluoncv
    category: image
    labels: ["mxnet"]
  - name: MMF
    github_id: facebookresearch/mmf
    pypi_id: mmf
    category: image
    labels: ["pytorch"]
    license: BSD-3-Clause
  - name: Image Deduplicator
    github_id: idealo/imagededup
    pypi_id: imagededup
    category: image
    labels: ["tensorflow"]
  - name: Kornia
    github_id: kornia/kornia
    pypi_id: kornia
    conda_id: conda-forge/kornia
    category: image
    labels: ["pytorch"]
  - name: detectron2
    github_id: facebookresearch/detectron2
    pypi_id: detectron2
    conda_id: conda-forge/detectron2
    category: image
    labels: ["pytorch"]
  - name: tensorflow-graphics
    github_id: tensorflow/graphics
    pypi_id: tensorflow-graphics
    category: image
    labels: ["tensorflow"]
  - name: MMDetection
    github_id: open-mmlab/mmdetection
    pypi_id: mmdet
    category: image
    labels: ["pytorch"]
  - name: Albumentations
    github_id: albumentations-team/albumentations
    pypi_id: albumentations
    conda_id: conda-forge/albumentations
    category: image
    labels: ["pytorch"]
  - name: Face Recognition
    github_id: ageitgey/face_recognition
    pypi_id: face_recognition
    conda_id: conda-forge/face_recognition
    category: image
    labels: ["pytorch"]
  - name: imutils
    github_id: PyImageSearch/imutils
    pypi_id: imutils
    conda_id: conda-forge/imutils
    category: image
  - name: InsightFace
    github_id: deepinsight/insightface
    pypi_id: insightface
    category: image
    labels: ["mxnet"]
  - name: Luminoth
    github_id: tryolabs/luminoth
    pypi_id: luminoth
    category: image
    labels: ["tensorflow"]
  - name: Image Super-Resolution
    github_id: idealo/image-super-resolution
    pypi_id: ISR
    dockerhub_id: idealo/image-super-resolution-gpu
    category: image
    labels: ["tensorflow"]
  - name: pycls
    github_id: facebookresearch/pycls
    pypi_id: pycls
    category: image
    labels: ["pytorch"]
  - name: PySlowFast
    github_id: facebookresearch/SlowFast
    pypi_id: pyslowfast
    category: image
    labels: ["pytorch"]
  - name: MoviePy
    github_id: Zulko/moviepy
    pypi_id: moviepy
    conda_id: conda-forge/moviepy
    category: image
  - name: "DE\u2AF6TR"
    github_id: facebookresearch/detr
    category: image
    labels: ["pytorch"]
  - name: PaddleDetection
    github_id: PaddlePaddle/PaddleDetection
    pypi_id: paddledet
    category: image
    labels: ["paddle"]
  - name: Tesseract
    github_id: madmaze/pytesseract
    pypi_id: pytesseract
    conda_id: conda-forge/pytesseract
    category: ocr
    description: Python-tesseract is an optical character recognition (OCR) tool for
      python.
  - name: PaddleOCR
    github_id: PaddlePaddle/PaddleOCR
    pypi_id: paddleocr
    category: ocr
    labels: ["paddle"]
  - name: keras-ocr
    github_id: faustomorales/keras-ocr
    pypi_id: keras-ocr
    conda_id: anaconda/keras-ocr
    category: ocr
    labels: ["tensorflow"]
  - name: tesserocr
    github_id: sirfz/tesserocr
    pypi_id: tesserocr
    conda_id: conda-forge/tesserocr
    category: ocr
  - name: attention-ocr
    github_id: emedvedev/attention-ocr
    pypi_id: aocr
    category: ocr
    labels: ["tensorflow"]
  - name: doc2text
    github_id: jlsutherland/doc2text
    pypi_id: doc2text
    category: ocr
  - name: OCRmyPDF
    github_id: ocrmypdf/OCRmyPDF
    pypi_id: ocrmypdf
    conda_id: conda-forge/ocrmypdf
    category: ocr
    brew_id: ocrmypdf
    apt_id: ocrmypdf
  - name: EasyOCR
    github_id: JaidedAI/EasyOCR
    pypi_id: easyocr
    category: ocr
  - name: MMOCR
    github_id: open-mmlab/mmocr
    pypi_id: mmocr
    category: ocr
    labels: ["pytorch"]
  - name: calamari
    github_id: Calamari-OCR/calamari
    pypi_id: calamari_ocr
    category: ocr
  - name: Bokeh
    github_id: bokeh/bokeh
    pypi_id: bokeh
    conda_id: conda-forge/bokeh
    category: data-viz
  - name: AutoViz
    github_id: AutoViML/AutoViz
    pypi_id: autoviz
    conda_id: conda-forge/autoviz
    category: data-viz
  - name: Plotly
    github_id: plotly/plotly.py
    pypi_id: plotly
    conda_id: conda-forge/plotly
    category: data-viz
    npm_id: plotlywidget
  - name: Plotly-Resampler
    github_id: predict-idlab/plotly-resampler
    pypi_id: plotly-resampler
    conda_id: conda-forge/plotly-resampler
    category: data-viz
  - name: HoloViews
    github_id: holoviz/holoviews
    pypi_id: holoviews
    conda_id: conda-forge/holoviews
    category: data-viz
    labels: ["jupyter"]
    npm_id: '@pyviz/jupyterlab_pyviz'
  - name: Chartify
    github_id: spotify/chartify
    pypi_id: chartify
    conda_id: conda-forge/chartify
    category: data-viz
  - name: Seaborn
    github_id: mwaskom/seaborn
    pypi_id: seaborn
    conda_id: conda-forge/seaborn
    category: data-viz
  - name: Matplotlib
    github_id: matplotlib/matplotlib
    pypi_id: matplotlib
    conda_id: conda-forge/matplotlib
    category: data-viz
    show: true
  - name: Altair
    github_id: altair-viz/altair
    pypi_id: altair
    conda_id: conda-forge/altair
    category: data-viz
  - name: bqplot
    github_id: bqplot/bqplot
    pypi_id: bqplot
    conda_id: conda-forge/bqplot
    category: data-viz
    labels: ["jupyter"]
    npm_id: bqplot
  - name: hvPlot
    github_id: holoviz/hvplot
    pypi_id: hvplot
    conda_id: conda-forge/hvplot
    category: data-viz
  - name: Cufflinks
    github_id: santosjorge/cufflinks
    pypi_id: cufflinks
    category: data-viz
    labels: ["pandas"]
  - name: datashader
    github_id: holoviz/datashader
    pypi_id: datashader
    conda_id: conda-forge/datashader
    category: data-viz
  - name: pdvega
    github_id: altair-viz/pdvega
    pypi_id: pdvega
    category: data-viz
  - name: vega
    github_id: vega/ipyvega
    pypi_id: vega
    conda_id: conda-forge/vega
    category: data-viz
    labels: ["jupyter"]
  - name: missingno
    github_id: ResidentMario/missingno
    pypi_id: missingno
    conda_id: conda-forge/missingno
    category: data-viz
  - name: UMAP
    github_id: lmcinnes/umap
    pypi_id: umap-learn
    conda_id: conda-forge/umap-learn
    category: data-viz
  - name: wordcloud
    github_id: amueller/word_cloud
    pypi_id: wordcloud
    conda_id: conda-forge/wordcloud
    category: data-viz
  - name: data-describe
    github_id: data-describe/data-describe
    pypi_id: data-describe
    category: data-viz
  - name: pandas-profiling
    github_id: ydataai/pandas-profiling
    pypi_id: pandas-profiling
    conda_id: conda-forge/pandas-profiling
    category: data-viz
    labels: ["jupyter", "pandas"]
  - name: PandasGUI
    github_id: adamerose/pandasgui
    pypi_id: pandasgui
    conda_id: conda-forge/pandasgui
    category: data-viz
    labels: ["pandas"]
  - name: Sweetviz
    github_id: fbdesignpro/sweetviz
    pypi_id: sweetviz
    conda_id: conda-forge/sweetviz
    category: data-viz
  - name: HyperTools
    github_id: ContextLab/hypertools
    pypi_id: hypertools
    category: data-viz
  - name: Pandas-Bokeh
    github_id: PatrikHlobil/Pandas-Bokeh
    pypi_id: pandas-bokeh
    category: data-viz
    labels: ["pandas"]
  - name: VisPy
    github_id: vispy/vispy
    pypi_id: vispy
    conda_id: conda-forge/vispy
    category: data-viz
    labels: ["jupyter"]
    description: High-performance interactive 2D/3D data visualization library.
    npm_id: vispy
  - name: PyVista
    github_id: pyvista/pyvista
    pypi_id: pyvista
    conda_id: conda-forge/pyvista
    category: data-viz
    labels: ["jupyter"]
  - name: nx-altair
    github_id: Zsailer/nx_altair
    pypi_id: nx-altair
    category: data-viz
    labels: ["jupyter"]
  - name: pythreejs
    github_id: jupyter-widgets/pythreejs
    pypi_id: pythreejs
    conda_id: conda-forge/pythreejs
    category: data-viz
    labels: ["jupyter"]
    npm_id: jupyter-threejs
  - name: Facets Overview
    github_id: pair-code/facets
    pypi_id: facets-overview
    category: data-viz
    labels: ["jupyter"]
  - name: pivottablejs
    github_id: nicolaskruchten/jupyter_pivottablejs
    pypi_id: pivottablejs
    conda_id: anaconda/pivottablejs
    category: data-viz
    labels: ["jupyter"]
  - name: Perspective
    github_id: finos/perspective
    pypi_id: perspective-python
    conda_id: conda-forge/perspective
    category: data-viz
    labels: ["jupyter"]
    npm_id: '@finos/perspective-jupyterlab'
  - name: pyecharts
    github_id: pyecharts/pyecharts
    pypi_id: pyecharts
    docs_url: https://github.com/pyecharts/pyecharts/blob/master/README.en.md
    category: data-viz
    labels: ["jupyter"]
  - name: PyWaffle
    github_id: gyli/PyWaffle
    pypi_id: pywaffle
    conda_id: conda-forge/pywaffle
    category: data-viz
  - name: openTSNE
    github_id: pavlin-policar/openTSNE
    pypi_id: opentsne
    conda_id: conda-forge/opentsne
    category: data-viz
  - name: nptsne
    github_id: biovault/nptsne
    pypi_id: nptsne
    category: data-viz
  - name: HiPlot
    github_id: facebookresearch/hiplot
    pypi_id: hiplot
    conda_id: conda-forge/hiplot
    category: data-viz
  - name: PyQtGraph
    github_id: pyqtgraph/pyqtgraph
    pypi_id: pyqtgraph
    conda_id: conda-forge/pyqtgraph
    category: data-viz
  - name: What-If Tool
    github_id: PAIR-code/what-if-tool
    pypi_id: witwidget
    conda_id: conda-forge/tensorboard-plugin-wit
    category: interpretability
    npm_id: wit-widget
  - name: LIT
    github_id: PAIR-code/lit
    pypi_id: lit-nlp
    conda_id: conda-forge/lit-nlp
    category: interpretability
  - name: yellowbrick
    github_id: DistrictDataLabs/yellowbrick
    pypi_id: yellowbrick
    conda_id: conda-forge/yellowbrick
    category: interpretability
    labels: ["sklearn"]
  - name: FlashTorch
    github_id: MisaOgura/flashtorch
    pypi_id: flashtorch
    category: interpretability
    labels: ["pytorch"]
  - name: DoWhy
    github_id: py-why/dowhy
    pypi_id: dowhy
    conda_id: conda-forge/dowhy
    category: interpretability
  - name: eli5
    github_id: TeamHG-Memex/eli5
    pypi_id: eli5
    conda_id: conda-forge/eli5
    category: interpretability
  - name: imodels
    github_id: csinva/imodels
    pypi_id: imodels
    category: interpretability
  - name: shap
    github_id: slundberg/shap
    pypi_id: shap
    conda_id: conda-forge/shap
    category: interpretability
  - name: Lime
    github_id: marcotcr/lime
    pypi_id: lime
    conda_id: conda-forge/lime
    category: interpretability
  - name: scikit-plot
    github_id: reiinakano/scikit-plot
    pypi_id: scikit-plot
    conda_id: conda-forge/scikit-plot
    category: interpretability
    labels: ["sklearn"]
  - name: pyLDAvis
    github_id: bmabey/pyLDAvis
    pypi_id: pyldavis
    conda_id: conda-forge/pyldavis
    category: interpretability
    labels: ["jupyter"]
  - name: Alibi
    github_id: SeldonIO/alibi
    pypi_id: alibi
    category: interpretability
  - name: keract
    github_id: philipperemy/keract
    pypi_id: keract
    category: interpretability
    labels: ["tensorflow"]
  - name: tf-explain
    github_id: sicara/tf-explain
    pypi_id: tf-explain
    category: interpretability
    labels: ["tensorflow"]
  - name: InterpretML
    github_id: interpretml/interpret
    pypi_id: interpret
    category: interpretability
    labels: ["jupyter"]
  - name: sklearn-evaluation
    github_id: edublancas/sklearn-evaluation
    pypi_id: sklearn-evaluation
    category: interpretability
    labels: ["sklearn"]
  - name: Lucid
    github_id: tensorflow/lucid
    pypi_id: lucid
    category: interpretability
    labels: ["tensorflow"]
  - name: Captum
    github_id: pytorch/captum
    pypi_id: captum
    conda_id: conda-forge/captum
    category: interpretability
    labels: ["pytorch"]
  - name: Deep Checks
    github_id: deepchecks/deepchecks
    pypi_id: deepchecks
    category: interpretability
  - name: Model Analysis
    github_id: tensorflow/model-analysis
    pypi_id: tensorflow-model-analysis
    category: interpretability
    labels: ["tensorflow", "jupyter"]
  - name: bias-detector
    github_id: intuit/bias-detector
    pypi_id: bias-detector
    category: interpretability
  - name: TreeInterpreter
    github_id: andosa/treeinterpreter
    pypi_id: treeinterpreter
    conda_id: conda-forge/treeinterpreter
    category: interpretability
    labels: ["sklearn"]
  - name: iNNvestigate
    github_id: albermax/innvestigate
    pypi_id: innvestigate
    category: interpretability
    labels: ["tensorflow"]
    license: BSD-2-Clause
  - name: LOFO
    github_id: aerdem4/lofo-importance
    pypi_id: lofo-importance
    category: interpretability
  - name: Skater
    github_id: oracle/Skater
    pypi_id: skater
    conda_id: conda-forge/skater
    category: interpretability
  - name: XAI
    github_id: EthicalML/xai
    pypi_id: xai
    category: interpretability
  - name: keras-vis
    github_id: raghakot/keras-vis
    pypi_id: keras-vis
    category: interpretability
    labels: ["tensorflow"]
  - name: Explainability 360
    github_id: Trusted-AI/AIX360
    pypi_id: aix360
    category: interpretability
  - name: Anchor
    github_id: marcotcr/anchor
    pypi_id: anchor_exp
    category: interpretability
  - name: Attribution Priors
    github_id: suinleelab/attributionpriors
    pypi_id: attributionpriors
    category: interpretability
    labels: ["tensorflow", "pytorch"]
  - name: Fairness 360
    github_id: Trusted-AI/AIF360
    pypi_id: aif360
    conda_id: conda-forge/aif360
    category: interpretability
  - name: ExplainX.ai
    github_id: explainX/explainx
    pypi_id: explainx
    category: interpretability
  - name: DiCE
    github_id: interpretml/DiCE
    pypi_id: dice-ml
    category: interpretability
    labels: ["tensorflow", "pytorch"]
  - name: Paddle Graph Learning
    github_id: PaddlePaddle/PGL
    pypi_id: pgl
    category: graph
    labels: ["paddle"]
  - name: Karate Club
    github_id: benedekrozemberczki/karateclub
    pypi_id: karateclub
    conda_id: conda-forge/karateclub
    category: graph
  - name: GraphVite
    github_id: DeepGraphLearning/graphvite
    conda_id: milagraph/graphvite
    category: graph
  - name: networkx
    github_id: networkx/networkx
    pypi_id: networkx
    conda_id: conda-forge/networkx
    category: graph
  - name: dgl
    github_id: dmlc/dgl
    pypi_id: dgl
    category: graph
  - name: graph-nets
    github_id: deepmind/graph_nets
    pypi_id: graph-nets
    category: graph
    labels: ["tensorflow"]
  - name: torch-cluster
    github_id: rusty1s/pytorch_cluster
    pypi_id: torch-cluster
    conda_id: conda-forge/pytorch_cluster
    category: graph
    labels: ["pytorch"]
  - name: PyTorch Geometric
    github_id: pyg-team/pytorch_geometric
    pypi_id: torch-geometric
    conda_id: conda-forge/pytorch_geometric
    category: graph
    labels: ["pytorch"]
  - name: PyTorch-BigGraph
    github_id: facebookresearch/PyTorch-BigGraph
    pypi_id: torchbiggraph
    category: graph
    labels: ["pytorch"]
  - name: PyKEEN
    github_id: pykeen/pykeen
    pypi_id: pykeen
    category: graph
  - name: AmpliGraph
    github_id: Accenture/AmpliGraph
    pypi_id: ampligraph
    category: graph
    labels: ["tensorflow"]
  - name: OpenKE
    github_id: thunlp/OpenKE
    category: graph
  - name: GraphSAGE
    github_id: williamleif/GraphSAGE
    category: graph
    labels: ["tensorflow"]
    license: MIT
  - name: StellarGraph
    github_id: stellargraph/stellargraph
    pypi_id: stellargraph
    category: graph
    labels: ["tensorflow"]
  - name: Node2Vec
    github_id: eliorc/node2vec
    pypi_id: node2vec
    conda_id: conda-forge/node2vec
    category: graph
  - name: DeepWalk
    github_id: phanein/deepwalk
    pypi_id: deepwalk
    category: graph
  - name: OpenNE
    github_id: thunlp/OpenNE
    category: graph
    labels: ["tensorflow"]
  - name: Spektral
    github_id: danielegrattarola/spektral
    pypi_id: spektral
    category: graph
    labels: ["tensorflow"]
  - name: GraphEmbedding
    github_id: shenweichen/GraphEmbedding
    category: graph
    labels: ["sklearn"]
  - name: igraph
    github_id: igraph/python-igraph
    pypi_id: python-igraph
    conda_id: conda-forge/igraph
    category: graph
  - name: DeepGraph
    github_id: deepgraph/deepgraph
    pypi_id: deepgraph
    conda_id: conda-forge/deepgraph
    category: graph
    labels: ["pandas"]
  - name: Euler
    github_id: alibaba/euler
    pypi_id: euler-gl
    category: graph
    labels: ["tensorflow"]
  - name: GeoViews
    github_id: holoviz/geoviews
    pypi_id: geoviews
    conda_id: conda-forge/geoviews
    category: geospatial-data
  - name: Sentinelsat
    github_id: sentinelsat/sentinelsat
    pypi_id: sentinelsat
    conda_id: conda-forge/sentinelsat
    category: geospatial-data
  - name: EarthPy
    github_id: earthlab/earthpy
    pypi_id: earthpy
    conda_id: conda-forge/earthpy
    category: geospatial-data
  - name: pyproj
    github_id: pyproj4/pyproj
    pypi_id: pyproj
    conda_id: conda-forge/pyproj
    category: geospatial-data
    license: MIT
  - name: GeoPandas
    github_id: geopandas/geopandas
    pypi_id: geopandas
    conda_id: conda-forge/geopandas
    category: geospatial-data
    labels: ["pandas"]
  - name: folium
    github_id: python-visualization/folium
    pypi_id: folium
    conda_id: conda-forge/folium
    category: geospatial-data
  - name: geopy
    github_id: geopy/geopy
    pypi_id: geopy
    conda_id: conda-forge/geopy
    category: geospatial-data
  - name: geojson
    github_id: jazzband/geojson
    pypi_id: geojson
    conda_id: conda-forge/geojson
    category: geospatial-data
  - name: PySAL
    github_id: pysal/pysal
    pypi_id: pysal
    conda_id: conda-forge/pysal
    category: geospatial-data
  - name: geoplotlib
    github_id: andrea-cuttone/geoplotlib
    pypi_id: geoplotlib
    conda_id: conda-forge/geoplotlib
    category: geospatial-data
  - name: ArcGIS API
    github_id: Esri/arcgis-python-api
    pypi_id: arcgis
    dockerhub_id: esridocker/arcgis-api-python-notebook
    category: geospatial-data
  - name: Rasterio
    github_id: rasterio/rasterio
    pypi_id: rasterio
    conda_id: conda-forge/rasterio
    category: geospatial-data
  - name: Fiona
    github_id: Toblerity/Fiona
    pypi_id: fiona
    conda_id: conda-forge/fiona
    category: geospatial-data
  - name: Satpy
    github_id: pytroll/satpy
    pypi_id: satpy
    conda_id: conda-forge/satpy
    category: geospatial-data
  - name: Geocoder
    github_id: DenisCarriere/geocoder
    pypi_id: geocoder
    conda_id: conda-forge/geocoder
    category: geospatial-data
    snap_id: geocoder
  - name: Mapbox GL
    github_id: mapbox/mapboxgl-jupyter
    pypi_id: mapboxgl
    category: geospatial-data
    labels: ["jupyter"]
  - name: ipyleaflet
    github_id: jupyter-widgets/ipyleaflet
    pypi_id: ipyleaflet
    conda_id: conda-forge/ipyleaflet
    category: geospatial-data
    labels: ["jupyter"]
    npm_id: jupyter-leaflet
  - name: gmaps
    github_id: pbugnion/gmaps
    pypi_id: gmaps
    conda_id: conda-forge/gmaps
    category: geospatial-data
    labels: ["jupyter"]
    license: BSD-3-Clause
    npm_id: jupyter-gmaps
  - name: pymap3d
    github_id: geospace-code/pymap3d
    pypi_id: pymap3d
    conda_id: conda-forge/pymap3d
    category: geospatial-data
  - name: Backtesting.py
    github_id: kernc/backtesting.py
    pypi_id: backtesting
    category: financial-data
  - name: TensorTrade
    github_id: tensortrade-org/tensortrade
    pypi_id: tensortrade
    conda_id: conda-forge/tensortrade
    category: financial-data
  - name: empyrical
    github_id: quantopian/empyrical
    pypi_id: empyrical
    conda_id: conda-forge/empyrical
    category: financial-data
  - name: pyfolio
    github_id: quantopian/pyfolio
    pypi_id: pyfolio
    conda_id: conda-forge/pyfolio
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  - name: Alphalens
    github_id: quantopian/alphalens
    pypi_id: alphalens
    conda_id: conda-forge/alphalens
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  - name: zipline
    github_id: quantopian/zipline
    pypi_id: zipline
    conda_id: conda-forge/zipline
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  - name: ffn
    github_id: pmorissette/ffn
    pypi_id: ffn
    conda_id: conda-forge/ffn
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  - name: bt
    github_id: pmorissette/bt
    pypi_id: bt
    conda_id: conda-forge/bt
    category: financial-data
  - name: backtrader
    github_id: mementum/backtrader
    pypi_id: backtrader
    category: financial-data
  - name: Crypto Signals
    github_id: CryptoSignal/crypto-signal
    dockerhub_id: shadowreaver/crypto-signal
    category: financial-data
  - name: Enigma Catalyst
    github_id: scrtlabs/catalyst
    pypi_id: enigma-catalyst
    category: financial-data
  - name: IB-insync
    github_id: erdewit/ib_insync
    pypi_id: ib_insync
    conda_id: conda-forge/ib-insync
    category: financial-data
  - name: finmarketpy
    github_id: cuemacro/finmarketpy
    pypi_id: finmarketpy
    category: financial-data
  - name: PyAlgoTrade
    github_id: gbeced/pyalgotrade
    pypi_id: pyalgotrade
    category: financial-data
    license: Apache-2.0
  - name: FinTA
    github_id: peerchemist/finta
    pypi_id: finta
    category: financial-data
  - name: arch
    github_id: bashtage/arch
    pypi_id: arch
    conda_id: conda-forge/arch-py
    category: financial-data
  - name: Alpha Vantage
    github_id: RomelTorres/alpha_vantage
    pypi_id: alpha_vantage
    conda_id: conda-forge/alpha_vantage
    category: financial-data
  - name: yfinance
    github_id: ranaroussi/yfinance
    pypi_id: yfinance
    conda_id: ranaroussi/yfinance
    category: financial-data
  - name: Qlib
    github_id: microsoft/qlib
    pypi_id: pyqlib
    category: financial-data
    labels: ["pytorch"]
  - name: Hyperopt
    github_id: hyperopt/hyperopt
    pypi_id: hyperopt
    conda_id: conda-forge/hyperopt
    category: hyperopt
  - name: Talos
    github_id: autonomio/talos
    pypi_id: talos
    category: hyperopt
    labels: ["tensorflow"]
  - name: scikit-optimize
    github_id: scikit-optimize/scikit-optimize
    pypi_id: scikit-optimize
    conda_id: conda-forge/scikit-optimize
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  - name: Optuna
    github_id: optuna/optuna
    pypi_id: optuna
    conda_id: conda-forge/optuna
    category: hyperopt
  - name: HpBandSter
    github_id: automl/HpBandSter
    pypi_id: hpbandster
    conda_id: conda-forge/hpbandster
    category: hyperopt
  - name: Dragonfly
    github_id: dragonfly/dragonfly
    pypi_id: dragonfly-opt
    category: hyperopt
  - name: Keras Tuner
    github_id: keras-team/keras-tuner
    pypi_id: keras-tuner
    conda_id: conda-forge/keras-tuner
    category: hyperopt
    labels: ["tensorflow"]
  - name: Devol
    github_id: joeddav/devol
    category: hyperopt
  - name: TPOT
    github_id: EpistasisLab/tpot
    pypi_id: tpot
    conda_id: conda-forge/tpot
    category: hyperopt
    labels: ["sklearn"]
  - name: NNI
    github_id: microsoft/nni
    pypi_id: nni
    category: hyperopt
  - name: AutoKeras
    github_id: keras-team/autokeras
    pypi_id: autokeras
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    labels: ["tensorflow"]
  - name: AdaNet
    github_id: tensorflow/adanet
    pypi_id: adanet
    category: hyperopt
    labels: ["tensorflow"]
  - name: auto-sklearn
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    pypi_id: auto-sklearn
    conda_id: conda-forge/auto-sklearn
    category: hyperopt
    labels: ["sklearn"]
  - name: Xcessiv
    github_id: reiinakano/xcessiv
    pypi_id: xcessiv
    category: hyperopt
  - name: Hyperas
    github_id: maxpumperla/hyperas
    pypi_id: hyperas
    category: hyperopt
    labels: ["tensorflow"]
  - name: SMAC3
    github_id: automl/SMAC3
    pypi_id: smac
    conda_id: conda-forge/smac
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  - name: Orion
    github_id: Epistimio/orion
    pypi_id: orion
    category: hyperopt
  - name: Bayesian Optimization
    github_id: fmfn/BayesianOptimization
    pypi_id: bayesian-optimization
    category: hyperopt
  - name: Sherpa
    github_id: sherpa-ai/sherpa
    pypi_id: parameter-sherpa
    category: hyperopt
  - name: HyperparameterHunter
    github_id: HunterMcGushion/hyperparameter_hunter
    pypi_id: hyperparameter-hunter
    category: hyperopt
  - name: Ax
    github_id: facebook/Ax
    pypi_id: ax-platform
    conda_id: conda-forge/ax-platform
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    labels: ["pytorch"]
  - name: Parfit
    github_id: jmcarpenter2/parfit
    pypi_id: parfit
    category: hyperopt
    labels: ["sklearn"]
  - name: auto_ml
    github_id: ClimbsRocks/auto_ml
    pypi_id: auto_ml
    category: hyperopt
  - name: nevergrad
    github_id: facebookresearch/nevergrad
    pypi_id: nevergrad
    conda_id: conda-forge/nevergrad
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  - name: featuretools
    github_id: alteryx/featuretools
    pypi_id: featuretools
    conda_id: conda-forge/featuretools
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  - name: MLBox
    github_id: AxeldeRomblay/MLBox
    pypi_id: mlbox
    category: hyperopt
  - name: Test Tube
    github_id: williamFalcon/test-tube
    pypi_id: test_tube
    category: hyperopt
  - name: Auto Tune Models
    github_id: HDI-Project/ATM
    pypi_id: atm
    category: hyperopt
  - name: BoTorch
    github_id: pytorch/botorch
    pypi_id: botorch
    conda_id: conda-forge/botorch
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    labels: ["pytorch"]
  - name: automl-gs
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    pypi_id: automl_gs
    category: hyperopt
  - name: AutoGluon
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    pypi_id: autogluon
    docs_url: https://auto.gluon.ai
    dockerhub_id: autogluon/autogluon
    category: hyperopt
    labels: ["pytorch", "sklearn"]
  - name: ENAS
    github_id: carpedm20/ENAS-pytorch
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  - name: AlphaPy
    github_id: ScottfreeLLC/AlphaPy
    pypi_id: alphapy
    category: hyperopt
  - name: GPyOpt
    github_id: SheffieldML/GPyOpt
    pypi_id: gpyopt
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  - name: Hypermax
    github_id: electricbrainio/hypermax
    pypi_id: hypermax
    category: hyperopt
  - name: Hypertunity
    github_id: gdikov/hypertunity
    pypi_id: hypertunity
    category: hyperopt
  - name: Auptimizer
    github_id: LGE-ARC-AdvancedAI/auptimizer
    pypi_id: auptimizer
    category: hyperopt
  - name: Advisor
    github_id: tobegit3hub/advisor
    pypi_id: advisor
    dockerhub_id: tobegit3hub/advisor
    category: hyperopt
  - name: DVC
    github_id: iterative/dvc
    pypi_id: dvc
    conda_id: conda-forge/dvc
    category: ml-experiments
    brew_id: dvc
    apt_id: dvc
    yum_id: dvc
  - name: ml-metadata
    github_id: google/ml-metadata
    pypi_id: ml-metadata
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  - name: traintool
    github_id: jrieke/traintool
    pypi_id: traintool
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    labels: ["pytorch", "tensorflow", "sklearn"]
  - name: Neptune.ai
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    pypi_id: neptune-client
    conda_id: conda-forge/neptune-client
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  - name: Studio.ml
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    pypi_id: studioml
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  - name: Labml
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    pypi_id: labml
    category: ml-experiments
  - name: ClearML
    github_id: allegroai/clearml
    pypi_id: clearml
    dockerhub_id: allegroai/trains
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  - name: snakemake
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    conda_id: bioconda/snakemake
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  - name: sacred
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  - name: datmo
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    conda_id: conda-forge/mlflow
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  - name: Metaflow
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    pypi_id: metaflow
    conda_id: conda-forge/metaflow
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  - name: knockknock
    github_id: huggingface/knockknock
    pypi_id: knockknock
    conda_id: conda-forge/knockknock
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  - name: kaggle
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    pypi_id: kaggle
    conda_id: conda-forge/kaggle
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  - name: steppy
    github_id: minerva-ml/steppy
    pypi_id: steppy
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  - name: Guild AI
    github_id: guildai/guildai
    pypi_id: guildai
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  - name: TensorWatch
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    pypi_id: tensorwatch
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  - name: TensorBoard Logger
    github_id: TeamHG-Memex/tensorboard_logger
    pypi_id: tensorboard_logger
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  - name: VisualDL
    github_id: PaddlePaddle/VisualDL
    pypi_id: visualdl
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    labels: ["paddle"]
  - name: Tensorboard
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    pypi_id: tensorboard
    conda_id: conda-forge/tensorboard
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  - name: tensorboardX
    github_id: lanpa/tensorboardX
    pypi_id: tensorboardX
    conda_id: conda-forge/tensorboardx
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  - name: Catalyst
    github_id: catalyst-team/catalyst
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    category: ml-experiments
    labels: ["pytorch"]
  - name: SageMaker SDK
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    pypi_id: sagemaker
    conda_id: conda-forge/sagemaker-python-sdk
    category: ml-experiments
    labels: ["mxnet", "tensorflow"]
  - name: TNT
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    pypi_id: torchnet
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    labels: ["pytorch"]
  - name: MXBoard
    github_id: awslabs/mxboard
    pypi_id: mxboard
    category: ml-experiments
    labels: ["mxnet"]
  - name: SKLL
    github_id: EducationalTestingService/skll
    pypi_id: skll
    conda_id: conda-forge/skll
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    labels: ["sklearn"]
  - name: AzureML SDK
    github_id: Azure/MachineLearningNotebooks
    pypi_id: azureml-sdk
    category: ml-experiments
  - name: ModelChimp
    github_id: ModelChimp/modelchimp
    pypi_id: modelchimp
    dockerhub_id: modelchimp/modelchimp-server
    category: ml-experiments
  - name: PyCaret
    github_id: pycaret/pycaret
    pypi_id: pycaret
    conda_id: conda-forge/pycaret
    category: ml-experiments
  - name: TensorForce
    github_id: tensorforce/tensorforce
    pypi_id: tensorforce
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    labels: ["tensorflow"]
  - name: PFRL
    github_id: pfnet/pfrl
    pypi_id: pfrl
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  - name: OpenAI Gym
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    pypi_id: gym
    conda_id: conda-forge/gym
    category: reinforcement-learning
    license: MIT
  - name: Dopamine
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    pypi_id: dopamine-rl
    category: reinforcement-learning
    labels: ["tensorflow"]
  - name: RLax
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    pypi_id: rlax
    category: reinforcement-learning
    labels: ["jax"]
  - name: TRFL
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    category: reinforcement-learning
    labels: ["tensorflow"]
  - name: PARL
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    pypi_id: parl
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    labels: ["paddle"]
  - name: TensorLayer
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    pypi_id: tensorlayer
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    labels: ["tensorflow"]
  - name: TF-Agents
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    pypi_id: tf-agents
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    labels: ["tensorflow"]
  - name: ChainerRL
    github_id: chainer/chainerrl
    pypi_id: chainerrl
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  - name: keras-rl
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    pypi_id: keras-rl
    category: reinforcement-learning
    labels: ["tensorflow"]
  - name: Maze
    github_id: enlite-ai/maze
    pypi_id: maze-rl
    dockerhub_id: enliteai/maze
    category: reinforcement-learning
    labels: ["pytorch"]
    license: Custom
  - name: ReAgent
    github_id: facebookresearch/ReAgent
    pypi_id: reagent
    category: reinforcement-learning
    labels: ["pytorch"]
    license: BSD-3-Clause
  - name: garage
    github_id: rlworkgroup/garage
    pypi_id: garage
    category: reinforcement-learning
    labels: ["tensorflow"]
  - name: Coach
    github_id: IntelLabs/coach
    pypi_id: rl_coach
    category: reinforcement-learning
  - name: Stable Baselines
    github_id: hill-a/stable-baselines
    pypi_id: stable-baselines
    category: reinforcement-learning
  - name: ViZDoom
    github_id: mwydmuch/ViZDoom
    pypi_id: vizdoom
    category: reinforcement-learning
  - name: DeepMind Lab
    github_id: deepmind/lab
    category: reinforcement-learning
  - name: Acme
    github_id: deepmind/acme
    pypi_id: dm-acme
    conda_id: conda-forge/dm-acme
    category: reinforcement-learning
    labels: ["tensorflow"]
  - name: DLTK
    github_id: DLTK/DLTK
    pypi_id: dltk
    category: medical-data
    labels: ["tensorflow"]
  - name: Nilearn
    github_id: nilearn/nilearn
    pypi_id: nilearn
    conda_id: conda-forge/nilearn
    category: medical-data
    labels: ["sklearn"]
  - name: NiftyNet
    github_id: NifTK/NiftyNet
    pypi_id: niftynet
    category: medical-data
    labels: ["tensorflow"]
  - name: MONAI
    github_id: Project-MONAI/MONAI
    pypi_id: monai
    conda_id: conda-forge/monai
    category: medical-data
    labels: ["pytorch"]
  - name: MNE
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    pypi_id: mne
    conda_id: conda-forge/mne
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  - name: MedicalTorch
    github_id: perone/medicaltorch
    pypi_id: medicaltorch
    category: medical-data
    labels: ["pytorch"]
  - name: NiBabel
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    pypi_id: nibabel
    conda_id: conda-forge/nibabel
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  - name: MedPy
    github_id: loli/medpy
    pypi_id: MedPy
    conda_id: conda-forge/medpy
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  - name: DeepNeuro
    github_id: QTIM-Lab/DeepNeuro
    pypi_id: deepneuro
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  - name: Medical Detection Toolkit
    github_id: MIC-DKFZ/medicaldetectiontoolkit
    category: medical-data
    labels: ["pytorch"]
  - name: NIPYPE
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    pypi_id: nipype
    conda_id: conda-forge/nipype
    category: medical-data
    license: Apache-2.0
  - name: MedicalNet
    github_id: Tencent/MedicalNet
    category: medical-data
    license: MIT
  - name: NIPY
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    pypi_id: nipy
    conda_id: conda-forge/nipy
    category: medical-data
  - name: Brainiak
    github_id: brainiak/brainiak
    pypi_id: brainiak
    dockerhub_id: brainiak/brainiak
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  - name: Lifelines
    github_id: CamDavidsonPilon/lifelines
    pypi_id: lifelines
    conda_id: conda-forge/lifelines
    category: medical-data
  - name: Glow
    github_id: projectglow/glow
    pypi_id: glow.py
    conda_id: conda-forge/glow
    category: medical-data
  - name: DeepVariant
    github_id: google/deepvariant
    conda_id: bioconda/deepvariant
    category: medical-data
    labels: ["tensorflow"]
  - name: Hail
    github_id: hail-is/hail
    pypi_id: hail
    category: medical-data
    labels: ["spark"]
  - name: DIPY
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    pypi_id: dipy
    conda_id: conda-forge/dipy
    category: medical-data
  - name: pyRiemann
    github_id: pyRiemann/pyRiemann
    pypi_id: pyriemann
    conda_id: conda-forge/pyriemann
    docs_url: https://pyriemann.readthedocs.io/en/latest/
    category: ml-frameworks
    labels: ["sklearn"]
  - name: BigDL
    github_id: intel-analytics/BigDL
    pypi_id: bigdl
    category: distributed-ml
    maven_id: com.intel.analytics.bigdl:bigdl-SPARK_2.4
  - name: BytePS
    github_id: bytedance/byteps
    pypi_id: byteps
    dockerhub_id: bytepsimage/tensorflow
    category: distributed-ml
    license: Apache-2.0
  - name: DeepSpeed
    github_id: microsoft/DeepSpeed
    pypi_id: deepspeed
    dockerhub_id: deepspeed/deepspeed
    category: distributed-ml
    labels: ["pytorch"]
  - name: dask
    github_id: dask/dask
    pypi_id: dask
    conda_id: conda-forge/dask
    category: distributed-ml
    helm_id: stable/dask
  - name: dask-ml
    github_id: dask/dask-ml
    pypi_id: dask-ml
    conda_id: conda-forge/dask-ml
    category: distributed-ml
  - name: dask.distributed
    github_id: dask/distributed
    pypi_id: distributed
    conda_id: conda-forge/distributed
    category: distributed-ml
  - name: Submit it
    github_id: facebookincubator/submitit
    pypi_id: submitit
    conda_id: conda-forge/submitit
    category: distributed-ml
  - name: Hivemind
    github_id: learning-at-home/hivemind
    pypi_id: hivemind
    category: distributed-ml
  - name: Ray
    github_id: ray-project/ray
    pypi_id: ray
    conda_id: conda-forge/ray-tune
    category: distributed-ml
  - name: mpi4py
    github_id: mpi4py/mpi4py
    pypi_id: mpi4py
    conda_id: conda-forge/mpi4py
    category: distributed-ml
  - name: horovod
    github_id: horovod/horovod
    pypi_id: horovod
    category: distributed-ml
    helm_id: stable/horovod
  - name: LazyCluster
    github_id: ml-tooling/lazycluster
    pypi_id: lazycluster
    category: distributed-ml
  - name: ipyparallel
    github_id: ipython/ipyparallel
    pypi_id: ipyparallel
    conda_id: conda-forge/ipyparallel
    category: distributed-ml
    labels: ["jupyter"]
  - name: TensorFlowOnSpark
    github_id: yahoo/TensorFlowOnSpark
    pypi_id: tensorflowonspark
    conda_id: conda-forge/tensorflowonspark
    category: distributed-ml
    labels: ["tensorflow", "spark"]
  - name: sk-dist
    github_id: Ibotta/sk-dist
    pypi_id: sk-dist
    category: distributed-ml
    labels: ["sklearn", "spark"]
  - name: Mesh
    github_id: tensorflow/mesh
    pypi_id: mesh-tensorflow
    category: distributed-ml
    labels: ["tensorflow"]
  - name: Elephas
    github_id: maxpumperla/elephas
    pypi_id: elephas
    conda_id: conda-forge/elephas
    category: distributed-ml
    labels: ["keras", "spark"]
  - name: Apache Singa
    github_id: apache/singa
    conda_id: nusdbsystem/singa
    dockerhub_id: apache/singa
    category: distributed-ml
  - name: DEAP
    github_id: deap/deap
    pypi_id: deap
    conda_id: conda-forge/deap
    category: distributed-ml
  - name: TensorFrames
    github_id: databricks/tensorframes
    pypi_id: tensorframes
    category: distributed-ml
    labels: ["tensorflow", "spark"]
  - name: MMLSpark
    github_id: microsoft/SynapseML
    pypi_id: mmlspark
    category: distributed-ml
    labels: ["spark"]
  - name: Fiber
    github_id: uber/fiber
    pypi_id: fiber
    category: distributed-ml
  - name: Prophet
    github_id: facebook/prophet
    pypi_id: fbprophet
    conda_id: conda-forge/prophet
    category: time-series-data
  - name: Darts
    github_id: unit8co/darts
    pypi_id: u8darts
    conda_id: conda-forge/u8darts-all
    dockerhub_id: unit8/darts
    category: time-series-data
  - name: PyFlux
    github_id: RJT1990/pyflux
    pypi_id: pyflux
    category: time-series-data
  - name: tsfresh
    github_id: blue-yonder/tsfresh
    pypi_id: tsfresh
    conda_id: conda-forge/tsfresh
    category: time-series-data
    labels: ["sklearn"]
  - name: tslumen
    github_id: hsbc/tslumen
    pypi_id: tslumen
    conda_id: conda-forge/tslumen
    category: time-series-data
  - name: tslearn
    github_id: tslearn-team/tslearn
    pypi_id: tslearn
    conda_id: conda-forge/tslearn
    category: time-series-data
    labels: ["sklearn"]
  - name: sktime
    github_id: alan-turing-institute/sktime
    pypi_id: sktime
    conda_id: conda-forge/sktime-all-extras
    category: time-series-data
    labels: ["sklearn"]
  - name: skforecast
    github_id: JoaquinAmatRodrigo/skforecast
    pypi_id: skforecast
    category: time-series-data
    labels: ["sklearn"]
  - name: GluonTS
    github_id: awslabs/gluon-ts
    pypi_id: gluonts
    conda_id: anaconda/gluonts
    category: time-series-data
    labels: ["mxnet"]
  - name: Streamz
    github_id: python-streamz/streamz
    pypi_id: streamz
    conda_id: conda-forge/streamz
    category: time-series-data
  - name: STUMPY
    github_id: TDAmeritrade/stumpy
    pypi_id: stumpy
    conda_id: conda-forge/stumpy
    category: time-series-data
    license: BSD-3-Clause
  - name: tick
    github_id: X-DataInitiative/tick
    pypi_id: tick
    category: time-series-data
  - name: luminol
    github_id: linkedin/luminol
    pypi_id: luminol
    category: time-series-data
  - name: seglearn
    github_id: dmbee/seglearn
    pypi_id: seglearn
    category: time-series-data
  - name: ADTK
    github_id: arundo/adtk
    pypi_id: adtk
    conda_id: conda-forge/adtk
    category: time-series-data
  - name: Annoy
    github_id: spotify/annoy
    pypi_id: annoy
    conda_id: conda-forge/python-annoy
    category: nn-search
  - name: NMSLIB
    github_id: nmslib/nmslib
    pypi_id: nmslib
    conda_id: conda-forge/nmslib
    category: nn-search
    license: Apache-2.0
  - name: Milvus
    github_id: milvus-io/milvus
    pypi_id: pymilvus
    dockerhub_id: milvusdb/milvus
    category: nn-search
  - name: Faiss
    github_id: facebookresearch/faiss
    pypi_id: pymilvus
    conda_id: conda-forge/faiss
    category: nn-search
  - name: PySparNN
    github_id: facebookresearch/pysparnn
    category: nn-search
    license: BSD-3-Clause
  - name: hnswlib
    github_id: nmslib/hnswlib
    pypi_id: hnswlib
    conda_id: conda-forge/hnswlib
    category: nn-search
  - name: Magnitude
    github_id: plasticityai/magnitude
    pypi_id: pymagnitude
    category: nn-search
  - name: PyNNDescent
    github_id: lmcinnes/pynndescent
    pypi_id: pynndescent
    conda_id: conda-forge/pynndescent
    category: nn-search
  - name: NearPy
    github_id: pixelogik/NearPy
    pypi_id: NearPy
    category: nn-search
  - name: NGT
    github_id: yahoojapan/NGT
    pypi_id: ngt
    category: nn-search
  - name: N2
    github_id: kakao/n2
    pypi_id: n2
    category: nn-search
  - name: TF Ranking
    github_id: tensorflow/ranking
    pypi_id: tensorflow_ranking
    category: recommender-systems
    labels: ["tensorflow"]
  - name: RecBole
    github_id: RUCAIBox/RecBole
    pypi_id: recbole
    conda_id: aibox/recbole
    category: recommender-systems
    labels: ["pytorch"]
  - name: TF Recommenders
    github_id: tensorflow/recommenders
    pypi_id: tensorflow-recommenders
    category: recommender-systems
    labels: ["tensorflow"]
  - name: OpenRec
    github_id: ylongqi/openrec
    pypi_id: openrec
    category: recommender-systems
  - name: scikit-surprise
    github_id: NicolasHug/Surprise
    pypi_id: scikit-surprise
    conda_id: conda-forge/scikit-surprise
    category: recommender-systems
  - name: lightfm
    github_id: lyst/lightfm
    pypi_id: lightfm
    conda_id: conda-forge/lightfm
    category: recommender-systems
  - name: implicit
    github_id: benfred/implicit
    pypi_id: implicit
    conda_id: conda-forge/implicit
    category: recommender-systems
  - name: tensorrec
    github_id: jfkirk/tensorrec
    pypi_id: tensorrec
    category: recommender-systems
    labels: ["tensorflow"]
  - name: Spotlight
    github_id: maciejkula/spotlight
    conda_id: maciejkula/spotlight
    category: recommender-systems
    labels: ["pytorch"]
  - name: Case Recommender
    github_id: caserec/CaseRecommender
    pypi_id: caserecommender
    category: recommender-systems
    labels: ["sklearn"]
  - name: recmetrics
    github_id: statisticianinstilettos/recmetrics
    pypi_id: recmetrics
    category: recommender-systems
  - name: Recommenders
    github_id: microsoft/recommenders
    pypi_id: recommenders
    category: recommender-systems
  - name: Cornac
    github_id: PreferredAI/cornac
    pypi_id: cornac
    conda_id: conda-forge/cornac
    category: recommender-systems
  - name: librosa
    github_id: librosa/librosa
    pypi_id: librosa
    conda_id: conda-forge/librosa
    category: audio
  - name: Julius
    github_id: adefossez/julius
    pypi_id: julius
    category: audio
    labels: ["pytorch"]
  - name: Madmom
    github_id: CPJKU/madmom
    pypi_id: madmom
    category: audio
  - name: Muda
    github_id: bmcfee/muda
    pypi_id: muda
    category: audio
  - name: Magenta
    github_id: magenta/magenta
    pypi_id: magenta
    category: audio
    labels: ["tensorflow"]
  - name: Pydub
    github_id: jiaaro/pydub
    pypi_id: pydub
    conda_id: conda-forge/pydub
    category: audio
  - name: pyAudioAnalysis
    github_id: tyiannak/pyAudioAnalysis
    pypi_id: pyAudioAnalysis
    category: audio
  - name: SpeechRecognition
    github_id: Uberi/speech_recognition
    pypi_id: SpeechRecognition
    conda_id: conda-forge/speechrecognition
    category: audio
  - name: torchaudio
    github_id: pytorch/audio
    pypi_id: torchaudio
    category: audio
    labels: ["pytorch"]
  - name: aubio
    github_id: aubio/aubio
    pypi_id: aubio
    conda_id: conda-forge/aubio
    category: audio
  - name: Essentia
    github_id: MTG/essentia
    pypi_id: essentia
    category: audio
  - name: DeepSpeech
    github_id: mozilla/DeepSpeech
    pypi_id: deepspeech
    conda_id: conda-forge/deepspeech
    category: audio
    labels: ["tensorflow"]
  - name: Dejavu
    github_id: worldveil/dejavu
    pypi_id: PyDejavu
    category: audio
  - name: Porcupine
    github_id: Picovoice/Porcupine
    pypi_id: pvporcupine
    category: audio
  - name: spleeter
    github_id: deezer/spleeter
    pypi_id: spleeter
    conda_id: conda-forge/spleeter
    category: audio
    labels: ["tensorflow"]
  - name: DDSP
    github_id: magenta/ddsp
    pypi_id: ddsp
    conda_id: conda-forge/ddsp
    category: audio
    labels: ["tensorflow"]
  - name: nebullvm
    github_id: nebuly-ai/nebullvm
    pypi_id: nebullvm
    category: model-serialisation
  - name: onnx
    github_id: onnx/onnx
    pypi_id: onnx
    conda_id: conda-forge/onnx
    category: model-serialisation
  - name: TorchServe
    github_id: pytorch/serve
    pypi_id: torchserve
    conda_id: pytorch/torchserve
    dockerhub_id: pytorch/torchserve
    category: model-serialisation
    labels: ["pytorch"]
  - name: Larq Compute Engine
    github_id: larq/compute-engine
    pypi_id: larq-compute-engine
    category: model-serialisation
  - name: mmdnn
    github_id: Microsoft/MMdnn
    pypi_id: mmdnn
    category: model-serialisation
  - name: sklearn-porter
    github_id: nok/sklearn-porter
    pypi_id: sklearn-porter
    category: model-serialisation
    labels: ["sklearn"]
  - name: Core ML Tools
    github_id: apple/coremltools
    pypi_id: coremltools
    conda_id: conda-forge/coremltools
    category: model-serialisation
  - name: pytorch2keras
    github_id: gmalivenko/pytorch2keras
    pypi_id: pytorch2keras
    category: model-serialisation
  - name: Hummingbird
    github_id: microsoft/hummingbird
    pypi_id: hummingbird-ml
    conda_id: conda-forge/hummingbird-ml
    category: model-serialisation
  - name: cortex
    github_id: cortexlabs/cortex
    pypi_id: cortex
    category: model-serialisation
  - name: FATE
    github_id: FederatedAI/FATE
    pypi_id: ETAF
    category: privacy-ml
  - name: PySyft
    github_id: OpenMined/PySyft
    pypi_id: syft
    category: privacy-ml
    labels: ["pytorch"]
  - name: TensorFlow Privacy
    github_id: tensorflow/privacy
    pypi_id: tensorflow-privacy
    category: privacy-ml
    labels: ["tensorflow"]
  - name: TFEncrypted
    github_id: tf-encrypted/tf-encrypted
    pypi_id: tf-encrypted
    category: privacy-ml
    labels: ["tensorflow"]
  - name: CrypTen
    github_id: facebookresearch/CrypTen
    pypi_id: crypten
    category: privacy-ml
    labels: ["pytorch"]
  - name: Opacus
    github_id: pytorch/opacus
    pypi_id: opacus
    conda_id: conda-forge/opacus
    category: privacy-ml
    labels: ["pytorch"]
  - name: gpustat
    github_id: wookayin/gpustat
    pypi_id: gpustat
    conda_id: conda-forge/gpustat
    category: gpu-utilities
  - name: GPUtil
    github_id: anderskm/gputil
    pypi_id: gputil
    category: gpu-utilities
  - name: ArrayFire
    github_id: arrayfire/arrayfire
    pypi_id: arrayfire
    category: gpu-utilities
  - name: cuGraph
    github_id: rapidsai/cugraph
    pypi_id: cugraph
    conda_id: conda-forge/libcugraph
    category: gpu-utilities
  - name: cuDF
    github_id: rapidsai/cudf
    pypi_id: cudf
    category: gpu-utilities
  - name: cuML
    github_id: rapidsai/cuml
    pypi_id: cuml
    category: gpu-utilities
  - name: CuPy
    github_id: cupy/cupy
    pypi_id: cupy
    conda_id: conda-forge/cupy
    dockerhub_id: cupy/cupy
    category: gpu-utilities
  - name: py3nvml
    github_id: fbcotter/py3nvml
    pypi_id: py3nvml
    conda_id: conda-forge/py3nvml
    category: gpu-utilities
  - name: scikit-cuda
    github_id: lebedov/scikit-cuda
    pypi_id: scikit-cuda
    category: gpu-utilities
  - name: PyCUDA
    github_id: inducer/pycuda
    pypi_id: pycuda
    conda_id: conda-forge/pycuda
    category: gpu-utilities
  - name: nvidia-ml-py3
    github_id: nicolargo/nvidia-ml-py3
    pypi_id: nvidia-ml-py3
    conda_id: anaconda/nvidia-ml
    category: gpu-utilities
  - name: SpeedTorch
    github_id: Santosh-Gupta/SpeedTorch
    pypi_id: SpeedTorch
    category: gpu-utilities
    labels: ["pytorch"]
  - name: Apex
    github_id: NVIDIA/apex
    conda_id: conda-forge/nvidia-apex
    category: gpu-utilities
    labels: ["pytorch"]
  - name: ipyexperiments
    github_id: stas00/ipyexperiments
    pypi_id: ipyexperiments
    category: gpu-utilities
    labels: ["jupyter"]
  - name: DALI
    github_id: NVIDIA/DALI
    category: gpu-utilities
    license: Apache-2.0
  - name: BlazingSQL
    github_id: BlazingDB/blazingsql
    conda_id: blazingsql/blazingsql-protocol
    category: gpu-utilities
  - name: cuSignal
    github_id: rapidsai/cusignal
    category: gpu-utilities
    description: GPU accelerated signal processing.
  - name: Baal
    github_id: baal-org/baal
    pypi_id: baal
    conda_id: conda-forge/baal
    category: probabilistics
  - name: Funsor
    github_id: pyro-ppl/funsor
    pypi_id: funsor
    category: probabilistics
    labels: ["pytorch"]
  - name: Orbit
    github_id: uber/orbit
    pypi_id: orbit-ml
    category: probabilistics
  - name: pomegranate
    github_id: jmschrei/pomegranate
    pypi_id: pomegranate
    conda_id: conda-forge/pomegranate
    category: probabilistics
  - name: Pyro
    github_id: pyro-ppl/pyro
    pypi_id: pyro-ppl
    conda_id: conda-forge/pyro-ppl
    category: probabilistics
    labels: ["pytorch"]
  - name: Edward
    github_id: blei-lab/edward
    pypi_id: edward
    category: probabilistics
    labels: ["tensorflow"]
  - name: GPyTorch
    github_id: cornellius-gp/gpytorch
    pypi_id: gpytorch
    conda_id: conda-forge/gpytorch
    category: probabilistics
    labels: ["pytorch"]
  - name: tensorflow-probability
    github_id: tensorflow/probability
    pypi_id: tensorflow-probability
    conda_id: conda-forge/tensorflow-probability
    category: probabilistics
    labels: ["tensorflow"]
  - name: pgmpy
    github_id: pgmpy/pgmpy
    pypi_id: pgmpy
    category: probabilistics
  - name: GPflow
    github_id: GPflow/GPflow
    pypi_id: gpflow
    conda_id: conda-forge/gpflow
    category: probabilistics
    labels: ["tensorflow"]
  - name: PyStan
    github_id: stan-dev/pystan
    pypi_id: pystan
    conda_id: conda-forge/pystan
    category: probabilistics
  - name: pyhsmm
    github_id: mattjj/pyhsmm
    pypi_id: pyhsmm
    category: probabilistics
  - name: PyMC3
    github_id: pymc-devs/pymc
    pypi_id: pymc3
    conda_id: conda-forge/pymc3
    category: probabilistics
  - name: ZhuSuan
    github_id: thu-ml/zhusuan
    category: probabilistics
    labels: ["tensorflow"]
  - name: ART
    github_id: Trusted-AI/adversarial-robustness-toolbox
    pypi_id: adversarial-robustness-toolbox
    conda_id: conda-forge/adversarial-robustness-toolbox
    category: adversarial
  - name: Foolbox
    github_id: bethgelab/foolbox
    pypi_id: foolbox
    conda_id: conda-forge/foolbox
    category: adversarial
  - name: TextAttack
    github_id: QData/TextAttack
    pypi_id: textattack
    conda_id: conda-forge/textattack
    category: adversarial
  - name: advertorch
    github_id: BorealisAI/advertorch
    pypi_id: advertorch
    category: adversarial
    labels: ["pytorch"]
    license: GPL-3.0
  - name: CleverHans
    github_id: cleverhans-lab/cleverhans
    pypi_id: cleverhans
    conda_id: conda-forge/cleverhans
    category: adversarial
    labels: ["tensorflow"]
  - name: AdvBox
    github_id: advboxes/AdvBox
    pypi_id: advbox
    category: adversarial
  - name: Adversary
    github_id: airbnb/artificial-adversary
    pypi_id: Adversary
    conda_id: conda-forge/artificial-adversary
    category: adversarial
  - name: AdaBound
    github_id: Luolc/AdaBound
    pypi_id: adabound
    category: pytorch-utils
    labels: ["pytorch"]
  - name: Lambda Networks
    github_id: lucidrains/lambda-networks
    pypi_id: lambda-networks
    category: pytorch-utils
    labels: ["pytorch"]
  - name: Tez
    github_id: abhishekkrthakur/tez
    pypi_id: tez
    category: pytorch-utils
    labels: ["pytorch"]
  - name: Pywick
    github_id: achaiah/pywick
    pypi_id: pywick
    category: pytorch-utils
    labels: ["pytorch"]
  - name: Poutyne
    github_id: GRAAL-Research/poutyne
    pypi_id: poutyne
    category: pytorch-utils
    labels: ["pytorch"]
  - name: PML
    github_id: KevinMusgrave/pytorch-metric-learning
    pypi_id: pytorch-metric-learning
    conda_id: metric-learning/pytorch-metric-learning
    category: pytorch-utils
    labels: ["pytorch"]
  - name: Performer Pytorch
    github_id: lucidrains/performer-pytorch
    pypi_id: performer-pytorch
    category: pytorch-utils
    labels: ["pytorch"]
  - name: Antialiased CNNs
    github_id: adobe/antialiased-cnns
    pypi_id: antialiased-cnns
    category: pytorch-utils
    labels: ["pytorch"]
    license: CC BY-NC-SA 4.0
  - name: torch-scatter
    github_id: rusty1s/pytorch_scatter
    pypi_id: torch-scatter
    conda_id: conda-forge/pytorch_scatter
    category: pytorch-utils
    labels: ["pytorch"]
  - name: Higher
    github_id: facebookresearch/higher
    pypi_id: higher
    category: pytorch-utils
    labels: ["pytorch"]
  - name: PyTorch Sparse
    github_id: rusty1s/pytorch_sparse
    pypi_id: torch-sparse
    conda_id: conda-forge/pytorch_sparse
    category: pytorch-utils
    labels: ["pytorch"]
  - name: pytorch-summary
    github_id: sksq96/pytorch-summary
    pypi_id: torchsummary
    category: pytorch-utils
    labels: ["pytorch"]
  - name: SRU
    github_id: asappresearch/sru
    pypi_id: sru
    category: pytorch-utils
    labels: ["pytorch"]
  - name: Torchmeta
    github_id: tristandeleu/pytorch-meta
    pypi_id: torchmeta
    category: pytorch-utils
    labels: ["pytorch"]
  - name: Pytorch Toolbelt
    github_id: BloodAxe/pytorch-toolbelt
    pypi_id: pytorch_toolbelt
    category: pytorch-utils
    labels: ["pytorch"]
  - name: EfficientNets
    github_id: rwightman/gen-efficientnet-pytorch
    pypi_id: geffnet
    category: pytorch-utils
    labels: ["pytorch"]
  - name: Torch-Struct
    github_id: harvardnlp/pytorch-struct
    pypi_id: torch-struct
    category: pytorch-utils
    labels: ["pytorch"]
  - name: TabNet
    github_id: dreamquark-ai/tabnet
    pypi_id: pytorch-tabnet
    conda_id: conda-forge/pytorch-tabnet
    category: pytorch-utils
    labels: ["pytorch"]
  - name: torchdiffeq
    github_id: rtqichen/torchdiffeq
    pypi_id: torchdiffeq
    conda_id: conda-forge/torchdiffeq
    category: pytorch-utils
    labels: ["pytorch"]
  - name: torchsde
    github_id: google-research/torchsde
    pypi_id: torchsde
    conda_id: conda-forge/torchsde
    category: pytorch-utils
    labels: ["pytorch"]
  - name: Tensor Sensor
    github_id: parrt/tensor-sensor
    pypi_id: tensor-sensor
    conda_id: conda-forge/tensor-sensor
    category: pytorch-utils
    labels: ["pytorch"]
  - name: tensor2tensor
    github_id: tensorflow/tensor2tensor
    pypi_id: tensor2tensor
    category: tensorflow-utils
    labels: ["tensorflow"]
  - name: Saliency
    github_id: PAIR-code/saliency
    pypi_id: saliency
    category: tensorflow-utils
    labels: ["tensorflow"]
  - name: TF Addons
    github_id: tensorflow/addons
    pypi_id: tensorflow-addons
    category: tensorflow-utils
    labels: ["tensorflow"]
  - name: TF Compression
    github_id: tensorflow/compression
    pypi_id: tensorflow-compression
    category: tensorflow-utils
    labels: ["tensorflow"]
  - name: tensorflow-hub
    github_id: tensorflow/hub
    pypi_id: tensorflow-hub
    conda_id: conda-forge/tensorflow-hub
    category: tensorflow-utils
    labels: ["tensorflow"]
  - name: TensorFlow I/O
    github_id: tensorflow/io
    pypi_id: tensorflow-io
    category: tensorflow-utils
    labels: ["tensorflow"]
  - name: Neural Structured Learning
    github_id: tensorflow/neural-structured-learning
    pypi_id: neural-structured-learning
    category: tensorflow-utils
    labels: ["tensorflow"]
  - name: TensorNets
    github_id: taehoonlee/tensornets
    pypi_id: tensornets
    category: tensorflow-utils
    labels: ["tensorflow"]
  - name: TensorFlow Transform
    github_id: tensorflow/transform
    pypi_id: tensorflow-transform
    category: tensorflow-utils
    labels: ["tensorflow"]
  - name: TensorFlow Cloud
    github_id: tensorflow/cloud
    pypi_id: tensorflow-cloud
    category: tensorflow-utils
    labels: ["tensorflow"]
  - name: TF Model Optimization
    github_id: tensorflow/model-optimization
    pypi_id: tensorflow-model-optimization
    category: tensorflow-utils
    labels: ["tensorflow"]
  - name: tensorly
    github_id: tensorly/tensorly
    pypi_id: tensorly
    conda_id: conda-forge/tensorly
  - name: kmodes
    github_id: nicodv/kmodes
    pypi_id: kmodes
    conda_id: conda-forge/kmodes
  - name: SymPy
    github_id: sympy/sympy
    pypi_id: sympy
    conda_id: conda-forge/sympy
  - name: sklearn-contrib-lightning
    github_id: scikit-learn-contrib/lightning
    pypi_id: sklearn-contrib-lightning
    conda_id: conda-forge/sklearn-contrib-lightning
    category: sklearn-utils
    labels: ["sklearn"]
  - name: scikit-multilearn
    github_id: scikit-multilearn/scikit-multilearn
    pypi_id: scikit-multilearn
    category: sklearn-utils
    labels: ["sklearn"]
  - name: vecstack
    github_id: vecxoz/vecstack
    pypi_id: vecstack
    conda_id: conda-forge/vecstack
  - name: mlens
    github_id: flennerhag/mlens
    pypi_id: mlens
  - name: Autograd
    github_id: HIPS/autograd
    pypi_id: autograd
    conda_id: conda-forge/autograd
  - name: MLxtend
    github_id: rasbt/mlxtend
    pypi_id: mlxtend
    conda_id: conda-forge/mlxtend
    category: sklearn-utils
    labels: ["sklearn"]
  - name: metric-learn
    github_id: scikit-learn-contrib/metric-learn
    pypi_id: metric-learn
    conda_id: conda-forge/metric-learn
    labels: ["sklearn"]
  - name: gplearn
    github_id: trevorstephens/gplearn
    pypi_id: gplearn
    conda_id: conda-forge/gplearn
    labels: ["sklearn"]
  - name: pyjanitor
    github_id: pyjanitor-devs/pyjanitor
    pypi_id: pyjanitor
    conda_id: conda-forge/pyjanitor
  - name: PyOD
    github_id: yzhao062/pyod
    pypi_id: pyod
    conda_id: conda-forge/pyod
  - name: AstroML
    github_id: astroML/astroML
    pypi_id: astroML
    conda_id: conda-forge/astroml
    labels: ["sklearn"]
  - name: Mars
    github_id: mars-project/mars
    pypi_id: pymars
  - name: PySwarms
    github_id: ljvmiranda921/pyswarms
    pypi_id: pyswarms
  - name: modAL
    github_id: modAL-python/modAL
    pypi_id: modAL
    labels: ["sklearn"]
  - name: apricot
    github_id: jmschrei/apricot
    pypi_id: apricot-select
  - name: DeepChem
    github_id: deepchem/deepchem
    pypi_id: deepchem
    conda_id: conda-forge/deepchem
    labels: ["tensorflow"]
  - name: StreamAlert
    github_id: airbnb/streamalert
  - name: cleanlab
    github_id: cleanlab/cleanlab
    pypi_id: cleanlab
    conda_id: conda-forge/cleanlab
  - name: dabl
    github_id: amueller/dabl
    pypi_id: dabl
    category: sklearn-utils
    labels: ["sklearn"]
  - name: River
    github_id: online-ml/river
    pypi_id: river
    conda_id: conda-forge/river
  - name: imbalanced-learn
    github_id: scikit-learn-contrib/imbalanced-learn
    pypi_id: imbalanced-learn
    conda_id: conda-forge/imbalanced-learn
    category: sklearn-utils
    labels: ["sklearn"]
  - name: category_encoders
    github_id: scikit-learn-contrib/category_encoders
    pypi_id: category_encoders
    conda_id: conda-forge/category_encoders
    category: sklearn-utils
    labels: ["sklearn"]
  - name: Prince
    github_id: MaxHalford/prince
    pypi_id: prince
    conda_id: conda-forge/prince-factor-analysis
    labels: ["sklearn"]
  - name: BioPandas
    github_id: rasbt/biopandas
    pypi_id: biopandas
    conda_id: conda-forge/biopandas
    labels: ["pandas"]
  - name: Streamlit
    github_id: streamlit/streamlit
    pypi_id: streamlit
  - name: Cython BLIS
    github_id: explosion/cython-blis
    pypi_id: blis
    conda_id: conda-forge/cython-blis
  - name: baikal
    github_id: alegonz/baikal
    pypi_id: baikal
    conda_id: conda-forge/cython-blis
  - name: Trax
    github_id: google/trax
    pypi_id: trax
  - name: Pythran
    github_id: serge-sans-paille/pythran
    pypi_id: pythran
    conda_id: conda-forge/pythran
    dnf_id: pythran
    yay_id: python-pythran
  - name: Feature Engine
    github_id: solegalli/feature_engine
    pypi_id: feature_engine
    conda_id: conda-forge/feature_engine
  - name: PennyLane
    github_id: PennyLaneAI/PennyLane
    pypi_id: pennylane
    conda_id: conda-forge/pennylane
  - name: dash
    github_id: plotly/dash
    pypi_id: dash
    conda_id: conda-forge/dash
    category: data-viz
  - name: sense2vec
    github_id: explosion/sense2vec
    pypi_id: sense2vec
    conda_id: conda-forge/sense2vec
    category: nlp
  - name: pygal
    github_id: Kozea/pygal
    pypi_id: pygal
    conda_id: conda-forge/pygal
    category: graph
  - name: SUOD
    github_id: yzhao062/SUOD
    pypi_id: suod
  - name: gokart
    github_id: m3dev/gokart
    pypi_id: gokart
    category: ml-experiments
  - name: alibi-detect
    github_id: SeldonIO/alibi-detect
    pypi_id: alibi-detect
  - name: PDPbox
    github_id: SauceCat/PDPbox
    pypi_id: pdpbox
    conda_id: conda-forge/pdpbox
    category: data-viz
  - name: mljar-supervised
    github_id: mljar/mljar-supervised
    pypi_id: mljar-supervised
    conda_id: conda-forge/mljar-supervised
    category: hyperopt
  - name: Neuraxle
    github_id: Neuraxio/Neuraxle
    pypi_id: neuraxle
    category: hyperopt
  - name: hdbscan
    github_id: scikit-learn-contrib/hdbscan
    pypi_id: hdbscan
    conda_id: conda-forge/hdbscan
    labels: ["sklearn"]
  - name: efficientnet
    github_id: qubvel/efficientnet
    pypi_id: efficientnet
    conda_id: anaconda/efficientnet
    category: tensorflow-utils
    labels: ["tensorflow"]
  - name: facenet-pytorch
    github_id: timesler/facenet-pytorch
    pypi_id: facenet-pytorch
    category: image
    labels: ["pytorch"]
  - name: chainercv
    github_id: chainer/chainercv
    pypi_id: chainercv
    category: image
  - name: spark-nlp
    github_id: JohnSnowLabs/spark-nlp
    pypi_id: spark-nlp
    category: nlp
    labels: ["spark"]
  - name: carla
    github_id: carla-simulator/carla
    pypi_id: carla
  - name: espnet
    github_id: espnet/espnet
    pypi_id: espnet
    category: audio
  - name: fastNLP
    github_id: fastnlp/fastNLP
    pypi_id: fastnlp
    category: nlp
  - name: pysc2
    github_id: deepmind/pysc2
    pypi_id: pysc2
  - name: PaddleHub
    github_id: PaddlePaddle/PaddleHub
    pypi_id: paddlehub
    labels: ["paddle"]
  - name: analytics-zoo
    github_id: intel-analytics/analytics-zoo
    pypi_id: analytics-zoo
    category: distributed-ml
    labels: ["spark"]
  - name: mtcnn
    github_id: ipazc/mtcnn
    pypi_id: mtcnn
    conda_id: conda-forge/mtcnn
    category: image
    labels: ["tensorflow"]
  - name: neuralcoref
    github_id: huggingface/neuralcoref
    pypi_id: neuralcoref
    conda_id: conda-forge/neuralcoref
    category: nlp
  - name: textgenrnn
    github_id: minimaxir/textgenrnn
    pypi_id: textgenrnn
    category: nlp
    labels: ["tensorflow"]
  - name: segmentation_models
    github_id: qubvel/segmentation_models
    pypi_id: segmentation_models
    category: image
    labels: ["tensorflow"]
  - name: reformer-pytorch
    github_id: lucidrains/reformer-pytorch
    pypi_id: reformer-pytorch
    category: pytorch-utils
    labels: ["pytorch"]
  - name: EfficientNet-PyTorch
    github_id: lukemelas/EfficientNet-PyTorch
    pypi_id: efficientnet-pytorch
    category: pytorch-utils
    labels: ["pytorch"]
  - name: dlib
    github_id: davisking/dlib
    pypi_id: dlib
    conda_id: conda-forge/dlib
    category: ml-frameworks
  - name: agate
    github_id: wireservice/agate
    pypi_id: agate
    conda_id: conda-forge/agate
  - name: glfw
    github_id: glfw/glfw
    pypi_id: glfw
    conda_id: conda-forge/glfw
    category: image
  - name: haystack
    github_id: deepset-ai/haystack
    pypi_id: haystack
    category: nlp
  - name: pyopencl
    github_id: inducer/pyopencl
    pypi_id: pyopencl
    conda_id: conda-forge/pyopencl
  - name: python-soundfile
    github_id: bastibe/python-soundfile
    pypi_id: soundfile
    conda_id: anaconda/pysoundfile
    category: audio
  - name: ogb
    github_id: snap-stanford/ogb
    pypi_id: ogb
    conda_id: conda-forge/ogb
    category: graph
  - name: datalad
    github_id: datalad/datalad
    pypi_id: datalad
    conda_id: conda-forge/datalad
  - name: pytorch-forecasting
    github_id: jdb78/pytorch-forecasting
    pypi_id: pytorch-forecasting
    conda_id: conda-forge/pytorch-forecasting
    category: time-series-data
  - name: kglib
    github_id: vaticle/kglib
    pypi_id: grakn-kglib
    category: graph
  - name: elegy
    github_id: poets-ai/elegy
    pypi_id: elegy
    category: ml-frameworks
    labels: ["tensorflow", "jax"]
  - name: lightly
    github_id: lightly-ai/lightly
    pypi_id: lightly
    category: image
    labels: ["pytorch"]
  - name: traingenerator
    github_id: jrieke/traingenerator
  - name: micrograd
    github_id: karpathy/micrograd
    pypi_id: micrograd
    category: pytorch-utils
    labels: ["pytorch"]
  - name: pretrainedmodels
    github_id: Cadene/pretrained-models.pytorch
    pypi_id: pretrainedmodels
    conda_id: conda-forge/pretrainedmodels
    category: pytorch-utils
    labels: ["pytorch"]
  - name: Graphviz
    github_id: xflr6/graphviz
    pypi_id: graphviz
    conda_id: anaconda/python-graphviz
    category: data-viz
  - name: Datasette
    github_id: simonw/datasette
    pypi_id: datasette
    conda_id: conda-forge/datasette
    brew_id: datasette
  - name: tinygrad
    github_id: geohot/tinygrad
    category: pytorch-utils
    labels: ["pytorch"]
  - name: OpenNRE
    github_id: thunlp/OpenNRE
    category: nlp
  - name: FairScale
    github_id: facebookresearch/fairscale
    pypi_id: fairscale
    conda_id: conda-forge/fairscale
    category: distributed-ml
    labels: ["pytorch"]
    license: BSD-3-Clause
  - name: Sematch
    github_id: gsi-upm/sematch
    pypi_id: sematch
    category: graph
    license: Apache-2.0
  - name: Wand
    github_id: emcconville/wand
    pypi_id: wand
    conda_id: conda-forge/wand
    category: image
    license: MIT
  - name: pyvips
    github_id: libvips/pyvips
    pypi_id: pyvips
    conda_id: conda-forge/pyvips
    category: image
  - name: nude.py
    github_id: hhatto/nude.py
    pypi_id: nudepy
    category: image
  - name: Norfair
    github_id: tryolabs/norfair
    pypi_id: norfair
    category: image
  - name: scipy
    github_id: scipy/scipy
    pypi_id: scipy
    conda_id: conda-forge/scipy
    description: Ecosystem of open-source software for mathematics, science, and engineering.
  - name: Auto TS
    github_id: AutoViML/Auto_TS
    pypi_id: auto-ts
    category: time-series-data
  - name: featurewiz
    github_id: AutoViML/featurewiz
    pypi_id: featurewiz
    category: hyperopt
  - name: Auto ViML
    github_id: AutoViML/Auto_ViML
    pypi_id: autoviml
    category: hyperopt
  - name: ANN Benchmarks
    github_id: erikbern/ann-benchmarks
    category: nn-search
    resource: true
  - name: best-of-web-python - Web Scraping
    github_id: ml-tooling/best-of-web-python
    category: web-scraping
    description: Collection of web-scraping and crawling libraries.
    resource: true
    homepage: https://github.com/ml-tooling/best-of-web-python#web-scraping--crawling
  - name: best-of-python - Data Extraction
    github_id: ml-tooling/best-of-python
    category: data-loading
    description: Collection of data-loading and -extraction libraries.
    resource: true
    homepage: https://github.com/ml-tooling/best-of-python#data-loading--extraction
  - name: m2cgen
    github_id: BayesWitnesses/m2cgen
    pypi_id: m2cgen
    category: model-serialisation
  - name: audioread
    github_id: beetbox/audioread
    pypi_id: audioread
    conda_id: conda-forge/audioread
    category: audio
  - name: python_speech_features
    github_id: jameslyons/python_speech_features
    pypi_id: python_speech_features
    category: audio
  - name: tinytag
    github_id: devsnd/tinytag
    pypi_id: tinytag
    category: audio
  - name: kapre
    github_id: keunwoochoi/kapre
    pypi_id: kapre
    category: audio
    labels: ["tensorflow"]
  - name: jieba
    github_id: fxsjy/jieba
    pypi_id: jieba
    conda_id: conda-forge/jieba
    category: chinese-nlp
  - name: snownlp
    github_id: isnowfy/snownlp
    pypi_id: snownlp
    category: chinese-nlp
  - name: plotnine
    github_id: has2k1/plotnine
    pypi_id: plotnine
    conda_id: conda-forge/plotnine
    category: data-viz
  - name: python-ternary
    github_id: marcharper/python-ternary
    pypi_id: python-ternary
    conda_id: conda-forge/python-ternary
    category: data-viz
  - name: joypy
    github_id: leotac/joypy
    pypi_id: joypy
    conda_id: conda-forge/joypy
    category: data-viz
  - name: Multicore-TSNE
    github_id: DmitryUlyanov/Multicore-TSNE
    pypi_id: MulticoreTSNE
    conda_id: conda-forge/multicore-tsne
    category: data-viz
    labels: ["pytorch"]
  - name: data-validation
    github_id: tensorflow/data-validation
    pypi_id: tensorflow-data-validation
    category: data-viz
    labels: ["tensorflow", "jupyter"]
  - name: lets-plot
    github_id: JetBrains/lets-plot
    pypi_id: lets-plot
    category: data-viz
  - name: petastorm
    github_id: uber/petastorm
    pypi_id: petastorm
    category: distributed-ml
  - name: ta
    github_id: bukosabino/ta
    pypi_id: ta
    conda_id: conda-forge/ta
    category: financial-data
  - name: stockstats
    github_id: jealous/stockstats
    pypi_id: stockstats
    category: financial-data
  - name: optunity
    github_id: claesenm/optunity
    pypi_id: optunity
    category: hyperopt
    license: BSD-3-Clause
  - name: mahotas
    github_id: luispedro/mahotas
    pypi_id: mahotas
    conda_id: conda-forge/mahotas
    category: image
  - name: vidgear
    github_id: abhiTronix/vidgear
    pypi_id: vidgear
    category: image
  - name: vit-pytorch
    github_id: lucidrains/vit-pytorch
    pypi_id: vit-pytorch
    category: image
    labels: ["pytorch"]
  - name: CellProfiler
    github_id: CellProfiler/CellProfiler
    pypi_id: cellprofiler
    category: image
  - name: arviz
    github_id: arviz-devs/arviz
    pypi_id: arviz
    conda_id: conda-forge/arviz
    category: interpretability
  - name: dtreeviz
    github_id: parrt/dtreeviz
    pypi_id: dtreeviz
    conda_id: conda-forge/dtreeviz
    category: interpretability
  - name: fairlearn
    github_id: fairlearn/fairlearn
    pypi_id: fairlearn
    conda_id: conda-forge/fairlearn
    category: interpretability
    labels: ["sklearn"]
  - name: random-forest-importances
    github_id: parrt/random-forest-importances
    pypi_id: rfpimp
    category: interpretability
    labels: ["sklearn"]
  - name: explainerdashboard
    github_id: oegedijk/explainerdashboard
    pypi_id: explainerdashboard
    conda_id: conda-forge/explainerdashboard
    category: interpretability
  - name: wandb client
    github_id: wandb/client
    pypi_id: wandb
    conda_id: conda-forge/wandb
    category: ml-experiments
  - name: livelossplot
    github_id: stared/livelossplot
    pypi_id: livelossplot
    category: ml-experiments
    labels: ["jupyter"]
  - name: lore
    github_id: instacart/lore
    pypi_id: lore
    category: ml-experiments
  - name: hiddenlayer
    github_id: waleedka/hiddenlayer
    pypi_id: hiddenlayer
    category: ml-experiments
    labels: ["pytorch", "tensorflow", "jupyter"]
  - name: quinn
    github_id: MrPowers/quinn
    pypi_id: quinn
    category: ml-experiments
    labels: ["spark"]
  - name: Lasagne
    github_id: Lasagne/Lasagne
    pypi_id: lasagne
    category: ml-frameworks
  - name: fklearn
    github_id: nubank/fklearn
    pypi_id: fklearn
    category: ml-frameworks
  - name: tensorflow-upstream
    github_id: ROCmSoftwarePlatform/tensorflow-upstream
    pypi_id: tensorflow-rocm
    category: ml-frameworks
    labels: ["tensorflow"]
  - name: neon
    github_id: NervanaSystems/neon
    pypi_id: nervananeon
    conda_id: anaconda/neon
    category: ml-frameworks
  - name: vaderSentiment
    github_id: cjhutto/vaderSentiment
    pypi_id: vadersentiment
    conda_id: conda-forge/vadersentiment
    category: nlp
  - name: gpt-2-simple
    github_id: minimaxir/gpt-2-simple
    pypi_id: gpt-2-simple
    category: nlp
    labels: ["tensorflow"]
  - name: litellm
    github_id: BerriAI/litellm
    pypi_id: litellm
    category: nlp
    labels: others
  - name: pyclustering
    github_id: annoviko/pyclustering
    pypi_id: pyclustering
    conda_id: conda-forge/pyclustering
    category: others
  - name: causalml
    github_id: uber/causalml
    pypi_id: causalml
    category: others
  - name: TabPy
    github_id: tableau/TabPy
    pypi_id: tabpy
    conda_id: anaconda/tabpy-client
    category: others
  - name: pycm
    github_id: sepandhaghighi/pycm
    pypi_id: pycm
    category: others
  - name: minisom
    github_id: JustGlowing/minisom
    pypi_id: minisom
    category: others
    license: CC-BY-3.0
  - name: impyute
    github_id: eltonlaw/impyute
    pypi_id: impyute
    category: others
  - name: rrcf
    github_id: kLabUM/rrcf
    pypi_id: rrcf
    category: others
  - name: hmmlearn
    github_id: hmmlearn/hmmlearn
    pypi_id: hmmlearn
    conda_id: conda-forge/hmmlearn
    category: probabilistics
    labels: ["sklearn"]
  - name: patsy
    github_id: pydata/patsy
    pypi_id: patsy
    conda_id: conda-forge/patsy
    category: probabilistics
  - name: filterpy
    github_id: rlabbe/filterpy
    pypi_id: filterpy
    conda_id: conda-forge/filterpy
    category: probabilistics
  - name: SALib
    github_id: SALib/SALib
    pypi_id: salib
    conda_id: conda-forge/salib
    category: probabilistics
  - name: pingouin
    github_id: raphaelvallat/pingouin
    pypi_id: pingouin
    conda_id: conda-forge/pingouin
    category: probabilistics
  - name: scikit-posthocs
    github_id: maximtrp/scikit-posthocs
    pypi_id: scikit-posthocs
    conda_id: conda-forge/scikit-posthocs
    category: probabilistics
    labels: ["sklearn"]
  - name: pytorch-optimizer
    github_id: jettify/pytorch-optimizer
    pypi_id: torch_optimizer
    conda_id: conda-forge/torch-optimizer
    category: pytorch-utils
    labels: ["pytorch"]
  - name: fastFM
    github_id: ibayer/fastFM
    pypi_id: fastfm
    category: recommender-systems
  - name: baselines
    github_id: openai/baselines
    pypi_id: baselines
    category: reinforcement-learning
  - name: sklearn-crfsuite
    github_id: TeamHG-Memex/sklearn-crfsuite
    pypi_id: sklearn-crfsuite
    conda_id: conda-forge/sklearn-crfsuite
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    labels: ["sklearn"]
  - name: combo
    github_id: yzhao062/combo
    pypi_id: combo
    category: sklearn-utils
    labels: ["sklearn", "xgboost"]
  - name: scikit-opt
    github_id: guofei9987/scikit-opt
    pypi_id: scikit-opt
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    labels: ["sklearn"]
  - name: scikit-lego
    github_id: koaning/scikit-lego
    pypi_id: scikit-lego
    conda_id: conda-forge/scikit-lego
    category: sklearn-utils
    labels: ["sklearn"]
  - name: fancyimpute
    github_id: iskandr/fancyimpute
    pypi_id: fancyimpute
    category: sklearn-utils
    labels: ["sklearn"]
  - name: skope-rules
    github_id: scikit-learn-contrib/skope-rules
    pypi_id: skope-rules
    category: sklearn-utils
    labels: ["sklearn"]
  - name: iterative-stratification
    github_id: trent-b/iterative-stratification
    pypi_id: iterative-stratification
    category: sklearn-utils
    labels: ["sklearn"]
  - name: scikit-tda
    github_id: scikit-tda/scikit-tda
    pypi_id: scikit-tda
    category: sklearn-utils
    labels: ["sklearn"]
  - name: tffm
    github_id: geffy/tffm
    pypi_id: tffm
    category: tensorflow-utils
    labels: ["tensorflow"]
  - name: pmdarima
    github_id: alkaline-ml/pmdarima
    pypi_id: pmdarima
    conda_id: conda-forge/pmdarima
    category: time-series-data
  - name: pyts
    github_id: johannfaouzi/pyts
    pypi_id: pyts
    conda_id: conda-forge/pyts
    category: time-series-data
  - name: pydlm
    github_id: wwrechard/pydlm
    pypi_id: pydlm
    category: time-series-data
  - name: matrixprofile-ts
    github_id: target/matrixprofile-ts
    pypi_id: matrixprofile-ts
    category: time-series-data
  - name: robustness
    github_id: MadryLab/robustness
    pypi_id: robustness
    conda_id: conda-forge/robustness
    category: adversarial
  - name: TTS
    github_id: mozilla/TTS
    category: audio
  - name: animatplot
    github_id: t-makaro/animatplot
    pypi_id: animatplot
    conda_id: conda-forge/animatplot
    category: data-viz
  - name: ivis
    github_id: beringresearch/ivis
    pypi_id: ivis
    category: data-viz
    labels: ["tensorflow"]
  - name: somoclu
    github_id: peterwittek/somoclu
    pypi_id: somoclu
    conda_id: conda-forge/somoclu
    category: distributed-ml
  - name: tf-quant-finance
    github_id: google/tf-quant-finance
    pypi_id: tf-quant-finance
    category: financial-data
    labels: ["tensorflow"]
  - name: surpriver
    github_id: tradytics/surpriver
    category: financial-data
  - name: AutoGL
    github_id: THUMNLab/AutoGL
    pypi_id: auto-graph-learning
    category: graph
    labels: ["pytorch"]
  - name: pytorch_geometric_temporal
    github_id: benedekrozemberczki/pytorch_geometric_temporal
    pypi_id: torch-geometric-temporal
    category: graph
    labels: ["pytorch"]
  - name: sklearn-deap
    github_id: rsteca/sklearn-deap
    pypi_id: sklearn-deap
    category: hyperopt
    labels: ["sklearn"]
  - name: lazypredict
    github_id: shankarpandala/lazypredict
    pypi_id: lazypredict
    conda_id: conda-forge/lazypredict
    category: hyperopt
    labels: ["sklearn"]
  - name: image-match
    github_id: ProvenanceLabs/image-match
    pypi_id: image_match
    category: image
  - name: checklist
    github_id: marcotcr/checklist
    pypi_id: checklist
    conda_id: conda-forge/checklist
    category: interpretability
    labels: ["jupyter"]
  - name: DALEX
    github_id: ModelOriented/DALEX
    pypi_id: dalex
    conda_id: conda-forge/dalex
    category: interpretability
  - name: deeplift
    github_id: kundajelab/deeplift
    pypi_id: deeplift
    category: interpretability
  - name: tcav
    github_id: tensorflow/tcav
    pypi_id: tcav
    category: interpretability
    labels: ["tensorflow"]
  - name: aequitas
    github_id: dssg/aequitas
    pypi_id: aequitas
    category: interpretability
  - name: fairness-indicators
    github_id: tensorflow/fairness-indicators
    pypi_id: fairness-indicators
    category: interpretability
    labels: ["tensorflow", "jupyter"]
  - name: model-card-toolkit
    github_id: tensorflow/model-card-toolkit
    pypi_id: model-card-toolkit
    category: interpretability
  - name: contextual-ai
    github_id: SAP/contextual-ai
    pypi_id: contextual-ai
    category: interpretability
  - name: aim
    github_id: aimhubio/aim
    pypi_id: aim
    conda_id: conda-forge/aim
    category: ml-experiments
  - name: tfdeploy
    github_id: riga/tfdeploy
    pypi_id: tfdeploy
    category: model-serialisation
    labels: ["tensorflow"]
  - name: skift
    github_id: shaypal5/skift
    pypi_id: skift
    category: nlp
    labels: ["sklearn"]
  - name: textvec
    github_id: textvec/textvec
    pypi_id: textvec
    category: nlp
    labels: ["sklearn"]
  - name: pdftabextract
    github_id: WZBSocialScienceCenter/pdftabextract
    pypi_id: pdftabextract
    category: ocr
  - name: scikit-rebate
    github_id: EpistasisLab/scikit-rebate
    pypi_id: skrebate
    conda_id: conda-forge/skrebate
    category: others
    labels: ["sklearn"]
  - name: pandas-ml
    github_id: pandas-ml/pandas-ml
    pypi_id: pandas-ml
    category: others
    labels: ["sklearn", "pandas"]
  - name: bambi
    github_id: bambinos/bambi
    pypi_id: bambi
    conda_id: conda-forge/bambi
    category: probabilistics
  - name: DESlib
    github_id: scikit-learn-contrib/DESlib
    pypi_id: deslib
    category: sklearn-utils
    labels: ["sklearn"]
  - name: skggm
    github_id: skggm/skggm
    pypi_id: skggm
    category: sklearn-utils
    labels: ["sklearn"]
  - name: best-of-python - DB Clients
    github_id: ml-tooling/best-of-python
    category: db-clients
    description: Collection of database clients for python.
    resource: true
    homepage: https://github.com/ml-tooling/best-of-python#database-clients
  - name: Gradio
    github_id: gradio-app/gradio
    pypi_id: gradio
    description: Wrap UIs around any model, share with anyone.
  - name: FiftyOne
    github_id: voxel51/fiftyone
    pypi_id: fiftyone
    category: data-viz
    labels: ["tensorflow", "pytorch", "jupyter"]
    description: Visualize, create, and debug image and video datasets and model predictions.
  - name: celer
    github_id: mathurinm/celer
    pypi_id: celer
    category: sklearn-utils
    labels: ["sklearn"]
  - name: sentence-transformers
    github_id: UKPLab/sentence-transformers
    pypi_id: sentence-transformers
    conda_id: conda-forge/sentence-transformers
    category: nlp
    labels: ["pytorch"]
  - name: pyRDF2Vec
    github_id: IBCNServices/pyRDF2Vec
    pypi_id: pyrdf2vec
    category: graph
    description: Python Implementation and Extension of RDF2Vec
  - name: atspy
    github_id: firmai/atspy
    pypi_id: atspy
    category: time-series-data
  - name: cartopy
    github_id: SciTools/cartopy
    pypi_id: cartopy
    conda_id: conda-forge/cartopy
    category: data-viz
  - name: findspark
    github_id: minrk/findspark
    pypi_id: findspark
    conda_id: conda-forge/findspark
    category: others
    labels: ["spark"]
  - name: Keras-Preprocessing
    github_id: keras-team/keras-preprocessing
    pypi_id: keras-preprocessing
    conda_id: conda-forge/keras-preprocessing
    category: tensorflow-utils
    labels: ["tensorflow"]
  - name: snowballstemmer
    github_id: snowballstem/snowball
    pypi_id: snowballstemmer
    conda_id: conda-forge/snowballstemmer
    category: nlp
  - name: Shapely
    github_id: shapely/shapely
    pypi_id: shapely
    conda_id: conda-forge/shapely
    category: geospatial-data
  - name: Vulkan Kompute
    github_id: KomputeProject/kompute
    pypi_id: kp
    category: gpu-utilities
    license: Apache-2.0
  - name: pydeck
    github_id: visgl/deck.gl
    pypi_id: pydeck
    conda_id: conda-forge/pydeck
    category: geospatial-data
    labels: ["jupyter"]
    npm_id: deck.gl
  - name: D-Tale
    github_id: man-group/dtale
    pypi_id: dtale
    conda_id: conda-forge/dtale
    category: data-viz
    labels: ["pandas", "jupyter"]
    license: LGPL-2.1
  - name: Mozart
    github_id: aashrafh/Mozart
    category: ocr
    labels: ["sklearn"]
  - name: CausalNex
    github_id: quantumblacklabs/causalnex
    pypi_id: causalnex
    category: interpretability
    labels: ["pytorch", "sklearn"]
    license: Apache-2.0
  - name: nnAudio
    github_id: KinWaiCheuk/nnAudio
    pypi_id: nnAudio
    category: audio
  - name: opyrator
    github_id: ml-tooling/opyrator
    pypi_id: opyrator
    conda_id: conda-forge/opyrator
  - name: textflint
    github_id: textflint/textflint
    pypi_id: textflint
    category: adversarial
  - name: Coqui TTS
    github_id: coqui-ai/TTS
    pypi_id: tts
    conda_id: conda-forge/tts
    category: audio
    labels: ["pytorch", "tensorflow"]
  - name: speechbrain
    github_id: speechbrain/speechbrain
    pypi_id: speechbrain
    category: audio
    labels: ["pytorch"]
  - name: audiomentations
    github_id: iver56/audiomentations
    pypi_id: audiomentations
    category: audio
  - name: launchpad
    github_id: deepmind/launchpad
    pypi_id: dm-launchpad
    category: distributed-ml
    labels: ["tensorflow"]
  - name: autodist
    github_id: petuum/autodist
    pypi_id: autodist
    category: distributed-ml
    labels: ["tensorflow"]
  - name: metrics
    github_id: Lightning-AI/metrics
    pypi_id: metrics
    conda_id: conda-forge/torchmetrics
    category: distributed-ml
    labels: ["pytorch"]
  - name: graph4nlp
    github_id: graph4ai/graph4nlp
    pypi_id: graph4nlp
    category: graph
    labels: ["pytorch"]
  - name: DIG
    github_id: divelab/DIG
    pypi_id: dig
    category: graph
  - name: pygraphistry
    github_id: graphistry/pygraphistry
    pypi_id: graphistry
    category: graph
    labels: ["jupyter"]
  - name: Hyperactive
    github_id: SimonBlanke/Hyperactive
    pypi_id: hyperactive
    category: hyperopt
  - name: model_search
    github_id: google/model_search
    category: hyperopt
    description: AutoML algorithms for model architecture search at scale.
  - name: pytorchvideo
    github_id: facebookresearch/pytorchvideo
    pypi_id: pytorchvideo
    category: image
    labels: ["pytorch"]
  - name: deep-daze
    github_id: lucidrains/deep-daze
    pypi_id: deep-daze
    category: image
  - name: PaddleSeg
    github_id: PaddlePaddle/PaddleSeg
    pypi_id: paddleseg
    category: image
    labels: ["paddle"]
  - name: deepface
    github_id: serengil/deepface
    pypi_id: deepface
    category: image
  - name: layout-parser
    github_id: Layout-Parser/layout-parser
    pypi_id: layoutparser
    category: image
  - name: vissl
    github_id: facebookresearch/vissl
    pypi_id: vissl
    category: image
    labels: ["pytorch"]
  - name: solt
    github_id: Oulu-IMEDS/solt
    pypi_id: solt
    category: image
  - name: shapash
    github_id: MAIF/shapash
    pypi_id: shapash
    category: interpretability
    labels: ["jupyter"]
  - name: responsible-ai-widgets
    github_id: microsoft/responsible-ai-toolbox
    pypi_id: raiwidgets
    category: interpretability
    labels: ["pytorch", "tensorflow", "jupyter"]
  - name: ecco
    github_id: jalammar/ecco
    pypi_id: ecco
    conda_id: conda-forge/ecco
    category: interpretability
    labels: ["pytorch"]
  - name: interpret-text
    github_id: interpretml/interpret-text
    pypi_id: interpret-text
    category: interpretability
    labels: ["jupyter"]
  - name: keepsake
    github_id: replicate/keepsake
    pypi_id: keepsake
    category: ml-experiments
  - name: chefboost
    github_id: serengil/chefboost
    pypi_id: chefboost
    category: ml-frameworks
  - name: BentoML
    github_id: bentoml/BentoML
    pypi_id: bentoml
    category: model-serialisation
  - name: huggingface_hub
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    pypi_id: huggingface_hub
    conda_id: conda-forge/huggingface_hub
    category: model-serialisation
  - name: backprop
    github_id: backprop-ai/backprop
    pypi_id: backprop
    category: model-serialisation
  - name: nlpaug
    github_id: makcedward/nlpaug
    pypi_id: nlpaug
    conda_id: conda-forge/nlpaug
    category: nlp
  - name: jiant
    github_id: nyu-mll/jiant
    pypi_id: jiant
    category: nlp
  - name: fastT5
    github_id: Ki6an/fastT5
    pypi_id: fastt5
    category: nlp
  - name: TextBox
    github_id: RUCAIBox/TextBox
    pypi_id: textbox
    category: nlp
  - name: spacy-dbpedia-spotlight
    github_id: MartinoMensio/spacy-dbpedia-spotlight
    pypi_id: spacy-dbpedia-spotlight
    category: nlp
    labels: ["spacy"]
  - name: BLINK
    github_id: facebookresearch/BLINK
    category: nlp
  - name: numerizer
    github_id: jaidevd/numerizer
    pypi_id: numerizer
    category: nlp
  - name: nboost
    github_id: koursaros-ai/nboost
    pypi_id: nboost
    category: nlp
  - name: english-words
    github_id: dwyl/english-words
    pypi_id: english-words
    category: nlp
  - name: textaugment
    github_id: dsfsi/textaugment
    pypi_id: textaugment
    category: nlp
  - name: lightseq
    github_id: bytedance/lightseq
    pypi_id: lightseq
    category: nlp
  - name: dstack
    github_id: dstackai/dstack
    pypi_id: dstack
    category: others
  - name: nylon
    github_id: Palashio/nylon
    pypi_id: nylon-ai
    category: others
  - name: avalanche
    github_id: ContinualAI/avalanche
    pypi_id: avalanche-lib
    category: others
  - name: AugLy
    github_id: facebookresearch/AugLy
    pypi_id: augly
    category: others
  - name: pykale
    github_id: pykale/pykale
    pypi_id: pykale
    category: others
    labels: ["pytorch"]
  - name: pandas-ta
    github_id: twopirllc/pandas-ta
    pypi_id: pandas-ta
    conda_id: conda-forge/pandas-ta
    category: probabilistics
    labels: ["pandas"]
  - name: TorchDrift
    github_id: torchdrift/torchdrift
    pypi_id: torchdrift
    category: pytorch-utils
    labels: ["pytorch"]
    license: Apache-2.0
  - name: madgrad
    github_id: facebookresearch/madgrad
    pypi_id: madgrad
    category: pytorch-utils
    labels: ["pytorch"]
  - name: accelerate
    github_id: huggingface/accelerate
    pypi_id: accelerate
    conda_id: conda-forge/accelerate
    category: pytorch-utils
    labels: ["pytorch"]
  - name: lightning-flash
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    pypi_id: lightning-flash
    conda_id: conda-forge/lightning-flash
    category: pytorch-utils
    labels: ["pytorch"]
  - name: lkpy
    github_id: lenskit/lkpy
    pypi_id: lenskit
    conda_id: conda-forge/lenskit
    category: recommender-systems
  - name: FinRL
    github_id: AI4Finance-Foundation/FinRL
    pypi_id: finrl
    category: reinforcement-learning
  - name: pytorch_tabular
    github_id: manujosephv/pytorch_tabular
    pypi_id: pytorch_tabular
    category: tabular
    labels: ["pytorch"]
  - name: miceforest
    github_id: AnotherSamWilson/miceforest
    pypi_id: miceforest
    conda_id: conda-forge/miceforest
    category: tabular
  - name: deltapy
    github_id: firmai/deltapy
    pypi_id: deltapy
    category: tabular
  - name: carefree-learn
    github_id: carefree0910/carefree-learn
    pypi_id: carefree-learn
    category: tabular
    labels: ["pytorch"]
  - name: tsaug
    github_id: arundo/tsaug
    pypi_id: tsaug
    category: time-series-data
  - name: greykite
    github_id: linkedin/greykite
    pypi_id: greykite
    category: time-series-data
  - name: TensorFlow Datasets
    github_id: tensorflow/datasets
    pypi_id: tensorflow-datasets
    conda_id: conda-forge/tensorflow-datasets
    category: tensorflow-utils
    labels: ["tensorflow"]
  - name: TSFEL
    github_id: fraunhoferportugal/tsfel
    pypi_id: tsfel
    category: time-series-data
  - name: tsflex
    github_id: predict-idlab/tsflex
    pypi_id: tsflex
    conda_id: conda-forge/tsflex
    category: time-series-data
  - name: upgini
    github_id: upgini/upgini
    pypi_id: upgini
    category: tabular
  - name: TimeSide
    github_id: Parisson/TimeSide
    pypi_id: TimeSide
    category: audio
  - name: SynapseML
    github_id: microsoft/SynapseML
    pypi_id: synapseml
    category: distributed-ml
  - name: mesh-transformer-jax
    github_id: kingoflolz/mesh-transformer-jax
    category: distributed-ml
    labels: ["jax"]
  - name: parallelformers
    github_id: tunib-ai/parallelformers
    pypi_id: parallelformers
    category: distributed-ml
  - name: FinQuant
    github_id: fmilthaler/FinQuant
    pypi_id: FinQuant
    category: financial-data
  - name: pyrtfolio
    github_id: alvarobartt/pyrtfolio
    pypi_id: pyrtfolio
    category: financial-data
  - name: prettymaps
    github_id: marceloprates/prettymaps
    pypi_id: prettymaps
    conda_id: conda-forge/prettymaps
    category: geospatial-data
  - name: deepsnap
    github_id: snap-stanford/deepsnap
    pypi_id: deepsnap
    category: graph
  - name: jraph
    github_id: deepmind/jraph
    pypi_id: jraph
    conda_id: conda-forge/jraph
    category: graph
    labels: ["jax"]
  - name: ptgnn
    github_id: microsoft/ptgnn
    pypi_id: ptgnn
    category: graph
    labels: ["pytorch"]
  - name: GraphGym
    github_id: snap-stanford/GraphGym
    pypi_id: graphgym
    category: graph
  - name: sahi
    github_id: obss/sahi
    pypi_id: sahi
    conda_id: conda-forge/sahi
    category: image
  - name: icevision
    github_id: airctic/icevision
    pypi_id: icevision
    category: image
  - name: scenic
    github_id: google-research/scenic
    category: image
    labels: ["jax"]
  - name: HugsVision
    github_id: qanastek/HugsVision
    pypi_id: hugsvision
    category: image
    labels: ["huggingface"]
  - name: equinox
    github_id: patrick-kidger/equinox
    pypi_id: equinox
    category: jax-utils
    labels: ["jax"]
  - name: jaxdf
    github_id: ucl-bug/jaxdf
    category: jax-utils
    labels: ["jax"]
  - name: chitra
    github_id: gradsflow/chitra
    pypi_id: chitra
    conda_id: conda-forge/chitra
    category: ml-experiments
  - name: caliban
    github_id: google/caliban
    pypi_id: caliban
    category: ml-experiments
  - name: triton
    github_id: openai/triton
    pypi_id: triton
    category: model-serialisation
  - name: whoosh
    github_id: mchaput/whoosh
    pypi_id: whoosh
    conda_id: conda-forge/whoosh
    category: nlp
  - name: rubrix
    github_id: recognai/rubrix
    pypi_id: rubrix
    conda_id: conda-forge/rubrix
    category: nlp
  - name: detoxify
    github_id: unitaryai/detoxify
    pypi_id: detoxify
    category: nlp
  - name: happy-transformer
    github_id: EricFillion/happy-transformer
    pypi_id: happytransformer
    category: nlp
    labels: ["huggingface"]
  - name: qdrant
    github_id: qdrant/qdrant
    category: nlp
  - name: OpenPrompt
    github_id: thunlp/OpenPrompt
    pypi_id: openprompt
    category: nlp
  - name: adapter-transformers
    github_id: Adapter-Hub/adapter-transformers
    pypi_id: adapter-transformers
    category: others
    labels: ["huggingface"]
  - name: MONAILabel
    github_id: Project-MONAI/MONAILabel
    pypi_id: monailabel-weekly
    category: others
  - name: NeuralCompression
    github_id: facebookresearch/NeuralCompression
    pypi_id: neuralcompression
    category: others
  - name: pytorchviz
    github_id: szagoruyko/pytorchviz
    category: pytorch-utils
  - name: SerpentAI
    github_id: SerpentAI/SerpentAI
    pypi_id: SerpentAI
    category: reinforcement-learning
  - name: rliable
    github_id: google-research/rliable
    pypi_id: rliable`
    category: reinforcement-learning
  - name: Towhee
    github_id: towhee-io/towhee
    pypi_id: towhee
    category: ml-frameworks
  - name: KD-Lib
    github_id: SforAiDl/KD_Lib
    pypi_id: KD-Lib
    category: others
    labels: ["pytorch"]
  - name: H2O-3
    github_id: h2oai/h2o-3
    pypi_id: h2o
    category: distributed-ml
    license: Apache-2.0
  - name: StatsForecast
    github_id: Nixtla/statsforecast
    pypi_id: statsforecast
    conda_id: conda-forge/statsforecast
    category: time-series-data
  - name: NeuralForecast
    github_id: Nixtla/neuralforecast
    pypi_id: neuralforecast
    conda_id: conda-forge/neuralforecast
    category: time-series-data
  - name: Collie
    github_id: ShopRunner/collie
    pypi_id: collie
    category: recommender-systems
    labels: ["pytorch"]
  - name: uber/orbit
    github_id: uber/orbit
    pypi_id: orbit-ml
    conda_id: conda-forge/orbit-ml
    category: time-series-data
  - name: best-of-python - Data Containers
    github_id: ml-tooling/best-of-python
    category: data-containers
    description: Collection of data-container, dataframe, and pandas-utility libraries.
    resource: true
    homepage: https://github.com/ml-tooling/best-of-python#data-containers--dataframes
  - name: NeuralProphet
    github_id: ourownstory/neural_prophet
    pypi_id: neuralprophet
    category: time-series-data
    labels: ["pytorch"]
  - name: Netron
    github_id: lutzroeder/netron
    pypi_id: netron
    category: interpretability
    labels: ["pytorch", "tensorflow"]
  - name: Popmon
    github_id: ing-bank/popmon
    pypi_id: popmon
    category: data-viz
    labels: ["pandas", "spark"]
  - name: textlesslib
    github_id: facebookresearch/textlesslib
    category: audio
    labels: ["pytorch"]
  - name: mpld3
    github_id: mpld3/mpld3
    category: data-viz
    npm_id: mpld3
    conda_id: conda-forge/mpld3
    pypi_id: mpld3
  - name: vegafusion
    github_id: vegafusion/vegafusion
    category: data-viz
    npm_id: vegafusion-jupyter
    conda_id: conda-forge/vegafusion-python-embed
    pypi_id: vegafusion-jupyter
  - name: ColossalAI
    github_id: hpcaitech/colossalai
    category: distributed-ml
  - name: bluefog
    github_id: Bluefog-Lib/bluefog
    category: distributed-ml
    labels: ["pytorch"]
    pypi_id: bluefog
  - name: moolib
    github_id: facebookresearch/moolib
    category: distributed-ml
    labels: ["pytorch"]
  - name: optimum
    github_id: huggingface/optimum
    category: gpu-utilities
    conda_id: conda-forge/optimum
    pypi_id: optimum
  - name: Merlin
    github_id: NVIDIA-Merlin/Merlin
    category: gpu-utilities
    pypi_id: merlin-core
  - name: shap-hypetune
    github_id: cerlymarco/shap-hypetune
    category: hyperopt
    pypi_id: shap-hypetune
  - name: doctr
    github_id: mindee/doctr
    category: image
    labels: ["tensorflow", "pytorch"]
    pypi_id: python-doctr
  - name: kubric
    github_id: google-research/kubric
    category: image
    pypi_id: kubric-nightly
  - name: ffcv
    github_id: libffcv/ffcv
    category: image
    pypi_id: ffcv
  - name: evaluate
    github_id: huggingface/evaluate
    category: interpretability
    pypi_id: evaluate
  - name: Quantus
    github_id: understandable-machine-intelligence-lab/quantus
    category: interpretability
    pypi_id: quantus
  - name: evojax
    github_id: google/evojax
    category: jax-utils
    labels: ["jax"]
    conda_id: conda-forge/evojax
    pypi_id: evojax
  - name: ivy
    github_id: unifyai/ivy
    category: ml-frameworks
    pypi_id: ivy
  - name: hls4ml
    github_id: fastmachinelearning/hls4ml
    category: model-serialisation
    labels: ["tensorflow", "pytorch"]
    conda_id: conda-forge/hls4ml
    pypi_id: hls4ml
  - name: modelkit
    github_id: Cornerstone-OnDemand/modelkit
    category: model-serialisation
    pypi_id: modelkit
  - name: OMLT
    github_id: cog-imperial/omlt
    category: model-serialisation
    pypi_id: omlt
  - name: ml-ane-transformers
    github_id: apple/ml-ane-transformers
    category: model-serialisation
    labels: ["pytorch"]
    pypi_id: ane-transformers
  - name: DeepKE
    github_id: zjunlp/deepke
    category: nlp
    labels: ["pytorch"]
    pypi_id: deepke
  - name: promptsource
    github_id: bigscience-workshop/promptsource
    category: nlp
    pypi_id: promptsource
  - name: pymdp
    github_id: infer-actively/pymdp
    category: others
    pypi_id: inferactively-pymdp
  - name: PipelineDP
    github_id: OpenMined/PipelineDP
    category: privacy-ml
    pypi_id: pipeline-dp
  - name: torchrec
    github_id: pytorch/torchrec
    category: recommender-systems
    pypi_id: torchrec-nightly-cpu
  - name: anomalib
    github_id: openvinotoolkit/anomalib
    pypi_id: anomalib
  - name: benchmark_VAE
    github_id: clementchadebec/benchmark_VAE
    labels: ["pytorch"]
    pypi_id: pythae
  - name: metricflow
    github_id: transform-data/metricflow
    pypi_id: metricflow
  - name: torchrec
    github_id: pytorch/torchrec
    category: recommender-systems
    labels: ["pytorch"]
    pypi_id: torchrec-nightly-cpu
  - name: scikit-learn-intelex
    github_id: intel/scikit-learn-intelex
    category: sklearn-utils
    labels: ["sklearn"]
    conda_id: conda-forge/scikit-learn-intelex
    pypi_id: scikit-learn-intelex
  - name: scikit-survival
    github_id: sebp/scikit-survival
    category: sklearn-utils
    labels: ["sklearn"]
    conda_id: conda-forge/scikit-survival
    pypi_id: scikit-survival
  - name: emcee
    github_id: dfm/emcee
    category: probabilistics
    conda_id: conda-forge/emcee
    pypi_id: emcee
  - name: underthesea
    github_id: undertheseanlp/underthesea
    category: nlp
    pypi_id: underthesea
  - name: FEDOT
    github_id: nccr-itmo/FEDOT
    category: hyperopt
    pypi_id: fedot
  - name: lightwood
    github_id: mindsdb/lightwood
    category: hyperopt
    labels: ["pytorch"]
    pypi_id: lightwood
  - name: opytimizer
    github_id: gugarosa/opytimizer
    category: hyperopt
    pypi_id: opytimizer
  - name: igel
    github_id: nidhaloff/igel
    category: hyperopt
    pypi_id: igel
  - name: detecto
    github_id: alankbi/detecto
    category: image
    labels: ["pytorch"]
    conda_id: conda-forge/detecto
    pypi_id: detecto
  - name: TFX
    github_id: tensorflow/tfx
    pypi_id: tfx
    category: tensorflow-utils
    labels: ["tensorflow"]
  - name: small-text
    github_id: webis-de/small-text
    pypi_id: small-text
    conda_id: conda-forge/small-text
    category: nlp
    labels: ["sklearn", "pytorch"]
  - name: best-of-python - Data Pipelines
    github_id: ml-tooling/best-of-python
    category: data-pipelines
    description: Libraries for data batch- and stream-processing, workflow automation, job scheduling, and other data pipeline tasks.
    resource: true
    homepage: https://github.com/ml-tooling/best-of-python#data-pipelines--streaming
  - name: pandas-ai
    github_id: gventuri/pandas-ai
    category: others
    pypi_id: pandas-ai
  - name: UForm
    github_id: unum-cloud/uform
    pypi_id: uform
    category: nlp
    labels: ["pytorch"]
  - name: USearch
    github_id: unum-cloud/usearch
    dockerhub_id: unum/usearch
    npm_id: usearch
    pypi_id: usearch
    category: nn-search
  - name: CometML
    github_id: comet-ml/examples
    conda_id: comet_ml
    pypi_id: comet_ml
    category: ml-experiments