Math

PyPi Просмотрено, начиная с mesido 0.1.5.3 Выпущен: 16 июл. 2024 г.

🌋 https://numfocus.org/sponsored-projects https://numfocus.org/sponsored-projects/?_sft_project_category=python-interface
🌋 https://numfocus.org/sponsored-projects/affiliated-projects

https://scientific-python.org
https://joss.theoj.org - Journal of Open Source Software - https://elibrary.ru/title_about_new.asp?id=108489

Math

Small and not only small mathematical problems on Python
https://en.wikipedia.org/wiki/List_of_unsolved_problems_in_mathematics

🚗 ML / DL / AI / DS / Neural Networks

Main ORG ⭐🅾️

https://github.com/NVIDIA
https://github.com/Google
https://github.com/Microsoft
https://github.com/aws/
https://github.com/apple

https://github.com/facebook
https://github.com/intel

https://github.com/oracle
!https://github.com/salesforce
https://github.com/netflix
https://github.com/amd

https://jina.ai/

🌋 https://catalyst-team.com - https://github.com/catalyst-team/catalyst - https://github.com/catalyst-team/catalyst - 3.3k stars 🌋 https://numfocus.org/project/shogun - Shogun Machine Learning Toolbox - https://github.com/shogun-toolbox/shogun - 3020 stars

https://github.com/Thinklab-SJTU - Thinklab at Shanghai Jiao Tong University - 32 followers

⚡ https://github.com/orgs/google/repositories?q=language%3APython

https://github.com/bluesky - cientific data acquisition, management, and analysis
https://pypi.org/project/jcloud - Simplify deploying and managing Jina projects on Jina Cloud

🌋 https://numfocus.org/project/scikit-learn - https://github.com/scikit-learn/scikit-learn - 58.9k stars
🌋 https://pypi.org/project/optuna - hyperparameter optimization framework - Звёзд: 10131 - https://github.com/optuna
🌋 https://pypi.org/project/Mesa/ - https://github.com/projectmesa/mesa - agent-based modeling, ideal for simulating complex systems and exploring emergent behaviors - 2.3k stars 🌋 https://github.com/aiidateam - Automated workflows for computational science - https://www.aiida.net {https://github.com/aiidateam/aiida-core 0 - 415 stars }

⚡ https://pypi.org/project/labml-nn/ - Звёзд: 50985
https://pypi.org/project/0xibra-scann/ - Scalable Nearest Neighbor search library - Звёзд: 33444
https://pypi.org/project/netron/ - Viewer for neural network, deep learning, and machine learning models - Звёзд: 26893
https://pypi.org/project/jina - Multimodal AI services & pipelines - Звёзд: 20561

https://github.com/onnx/onnx - Open standard for machine learning interoperability - Звёзд: 17200
https://github.com/microsoft/onnxruntime - ONNX Runtime: cross-platform, high performance ML inferencing and training accelerator - 13.5k stars
https://pypi.org/project/onnxruntime-training - ONNX Runtime is a runtime accelerator for Machine Learning models - Звёзд: 13524

https://pypi.org/project/paddlehub/ - pre-trained models toolkit based on PaddlePaddle. (400+ models including Image, Text, Audio, Video and Cross-Modal with Easy Inference & Serving) - Звёзд: 12595
https://pypi.org/project/nemo-toolkit - Conversational AI (Vision, Multimodal) - Звёзд: 10848
https://pypi.org/project/dopamine-rl - framework for flexible Reinforcement Learning research - Звёзд: 10424

https://pypi.org/project/cleanlab - data-centric AI, machine learning - Звёзд: 9130
https://pypi.org/project/openvino - optimizing and deploying AI inference - Звёзд: 6357
https://pypi.org/project/flwr - Learning Framework - Звёзд: 4463
https://pypi.org/project/lightly - A deep learning package for self-supervised learning - Звёзд: 2845

https://pypi.org/project/labml-app - Mobile first web app to monitor PyTorch & TensorFlow model training - Звёзд: 1946
https://pypi.org/project/optuna-distributed - Distributed hyperparameter optimization made easy - Звёзд: 26
https://pypi.org/project/optunahub - registry of third-party Optuna packages - Звёзд: 24

https://pypi.org/project/autokeras/ - AutoML library for deep learning - https://github.com/keras-team/autokeras - 9.1k stars
https://pypi.org/project/example-package-elisno - data-centric AI, machine learning with label errors - Звёзд: 8968 https://pypi.org/project/mlpack - a flexible, fast machine learning library - Звёзд: 4900 - https://numfocus.org/project/mlpack
https://github.com/adap/flower - Flower: A Friendly Federated Learning Framework - https://flower.ai - 4.5k stars https://pypi.org/project/flwr-datasets - ibrary to quickly and easily create datasets for federated learning, federated evaluation, and federated analytics - Звёзд: 4475
https://pypi.org/project/autobnn - training Gaussian process-like Bayesian Neural Networks with composite structure - Звёзд: 4157
https://pypi.org/project/docarray - The data structure for multimodal data - Звёзд: 2832

https://pypi.org/project/neural-tangents/ - Fast and Easy Infinite Neural Networks - Звёзд: 2250
https://pypi.org/project/deepsparse-ent - integrate ML into your application - Звёзд: 2935
https://pypi.org/project/labml - Organize Machine Learning Experiments - Звёзд: 1942

https://pypi.org/project/talos/ - changes the ordinary Keras, TensorFlow (tf.keras), and PyTorch workflow by fully automating hyperparameter tuning and model evaluation - Звёзд: 1617
https://github.com/Thinklab-SJTU/awesome-ml4co - Awesome machine learning for combinatorial optimization papers - 1.5k stars

https://pypi.org/project/dhg - Deep Learning Framework for Graph Neural Network and Hypergraph Neural Networks - Звёзд: 558 https://pypi.org/project/scikit-fda - Functional Data Analysis - Звёзд: 287
https://pypi.org/project/shorttext/- Short Text Mining - Звёзд: 467

https://pypi.org/project/permetrics - Performance Metrics for Machine Learning Models - Звёзд: 62
https://pypi.org/project/kxy - Pre-Learning and Post-Learning Analysis Toolkit - 06/06/2022 - Звёзд: 51
https://pypi.org/project/polar-diagrams - "Interactive Polar Diagrams for Model Comparison" - https://github.com/AAnzel/Polar-Diagrams-for-Model-Comparison - 7 stars

https://pypi.org/project/tlearner - neural network transfer learning - Звёзд: 3
https://pypi.org/project/mlpr/ - machine learning pipeline and creation of reports - Звёзд: 0
https://pypi.org/project/nocode-auton https://autonn.github.io/AutoNN/ - Automated machine learning / No-Code ML Framework for beginners

https://github.com/lobe https://pypi.org/project/lobe 23/02/2022
https://pypi.org/project/xmos-ai-tools-beta 20/03/2022

https://pypi.org/project/wnetron - Viewer for neural network, deep learning, and machine learning models - Звёзд: 26688

https://pypi.org/project/cauldron-notebook - Data Analysis Environment 01/04/2022
https://pypi.org/project/diffsort - Differentiable Sorting Networks - 22/03/2022
https://pypi.org/project/recsim-ng - https://pypi.org/project/recsim-ng - Звёзд: 115
https://pypi.org/project/occamypy - Object-Oriented Optimization Framework for Large-Scale Inverse Problems - Звёзд: 55

https://pypi.org/project/vulpes - classification, regression models and clustering algorithms
https://github.com/waikato-ufdl - Deep Learning at the University of Waikato, NZ
https://pypi.org/project/mxnet - ultra-scalable deep learning framework - 18/05/2022
https://attic.apache.org/projects/mxnet.html
https://pypi.org/project/model-card-toolkit - Звёзд: 409
https://pypi.org/project/whispercpp - Port of OpenAI's Whisper model - Звёзд: 313
https://pypi.org/project/imbalance-metrics https://pypi.org/project/pycm/ - Звёзд: 1438
https://pypi.org/project/larq - https://larq.dev/ - Machine Learning Library for Training Binarized Neural Networks
https://pypi.org/project/scope-rl/ - offline reinforcement learning, off-policy evaluation, and selection - Звёзд: 103
https://pypi.org/project/choice-learn - to help you formulate, estimate, and deploy discrete choice models, e.g., for assortment planning - Звёзд: 30

https://github.com/mlandis/phyddle - deep learning for phylogenetic models - Звёзд: 3

D_Data operations

🌋 https://github.com/pola-rs/polars - Fast multi-threaded, hybrid-out-of-core query engine focussing on DataFrame front-ends - 28.1k stars
🌋 https://taskflow.github.io - General-purpose Parallel and Heterogeneous Task Programming System - https://pypi.org/project/taskflow - https://github.com/taskflow/taskflow - 9.8k stars 🌋 https://ibis-project.org - dataframe library - https://github.com/ibis-project/ibis - https://pypi.org/project/ibis/ - 4.6k stars
🌋 https://pymor.org - building model order reduction applications - https://pypi.org/project/pymor - Звёзд: 292
🔴 https://github.com/Kanaries/Rath - automated data exploratory analysis and visualization platform - 4.1k stars - https://sourceforge.net/projects/rath

https://root.cern ⭐🅾️ - analyzing petabytes of data, scientifically - data analysis framework { https://pypi.org/project/uproot - ROOT I/O in pure Python and NumPy - Звёзд: 224
https://pypi.org/project/dapper - benchmarks the performance of data assimilation (DA) methods - Звёзд: 336
https://pypi.org/project/informatics/ - Framework of fast implementation data processing and operating pipelines - Звёзд: 186

https://pypi.org/project/anesthetic/ - nested sampling post-processing - Звёзд: 55
https://pypi.org/project/sheetbuddy - data summary and analysis from various formats such as CSV, API, URL - Звёзд: 2

TensorFlow

💜 https://github.com/topics/tensorflow
https://github.com/tensorflow/tensorflow - Open Source Machine Learning Framework for Everyone - 184k stars
https://pypi.org/project/dm-sonnet/ - building neural networks in TensorFlow - 9.7k stars
https://pypi.org/project/tensorboard - suite of web applications for inspecting and understanding your TensorFlow runs and graphs - Звёзд: 6604
https://pypi.org/project/tff-nightly - High-performance TensorFlow library for quantitative finance - Звёзд: 4359
https://pypi.org/project/tfx/ - TensorFlow Extended (TFX) is a TensorFlow-based general-purpose machine learning platform implemented at Google - Звёзд: 2090
https://pypi.org/project/ml-pipelines-sdk - ML Pipelines SDK (A dependency-light distribution of the core pipeline authoring functionality of TensorFlow Extended (TFX)) - Звёзд: 2090

https://pypi.org/project/tensorflow-gnn - building scalable graph neural networks - Звёзд: 1305
https://pypi.org/project/tensorflow-model-analysis/ - analyzing TensorFlow models - Звёзд: 1245
https://pypi.org/project/tensorflow-transform/ - library for data preprocessing with TensorFlow - Звёзд: 983
https://pypi.org/project/tfts - Deep learning time series with TensorFlow - Звёзд: 810
https://pypi.org/project/tensorflow-data-validation - TensorFlow Data Validation - exploring and validating machine learning data - Звёзд: 754
https://pypi.org/project/tensorflow-io-gcs-filesystem - TensorFlow I/O is a collection of file systems and file formats that are not available in TensorFlow's built-in support - Звёзд: 693
https://github.com/tensorflow/decision-forests - he training, serving and interpretation of Decision Forest models in Keras - 654 stars
https://pypi.org/project/ydf - Yggdrasil Decision Forests - decision forest models such as Random Forest and Gradient Boosted Trees - Звёзд: 452
https://pypi.org/project/struct2tensor - https://github.com/google/struct2tensor - library for parsing and manipulating structured data inside of tensorflow - 32 stars

📶 PyTorch

💜 https://github.com/topics/pytorch
https://pypi.org/project/torch - https://github.com/pytorch/pytorch - Tensors and Dynamic neural networks in Python with strong GPU acceleration - Звёзд: 80257
https://pypi.org/project/pytorch-forecasting - Звёзд: 3744
https://pypi.org/project/pytorch-forecasting-unofficial-hotfix - Forecasting timeseries with PyTorch - 19/03/2022 - Звёзд: 3744

https://pypi.org/project/torch-xla - XLA bridge for PyTorch - Звёзд: 2375
https://pypi.org/project/deeprobust - PyTorch library for adversarial robustness learning for image and graph data - Звёзд: 956
https://pypi.org/project/geotorch - Constrained Optimization and Manifold Optimization in Pytorch - Звёзд: 639
https://github.com/greentfrapp/lucent - Lucid library adapted for PyTorch (A collection of infrastructure and tools for research in neural network interpretability) - 593 stars
https://pypi.org/project/posteriors - Uncertainty quantification with PyTorch - https://github.com/normal-computing/posteriors - 278 stars
https://pypi.org/project/torch-afem - PyTorch Finite Element Method - 10 stars
https://pypi.org/project/torch-cfd - PyTorch Computational Fluid Dynamics Library - Звёзд: 9
https://pypi.org/project/kerch - Kernel Methods in PyTorch - Звёзд: 6
https://pypi.org/project/terge - merging PyTorch models - Звёзд: 5

P_Pandas

https://pypi.org/project/cubedpandas - Multi-dimensional data analysis for Pandas dataframes - Звёзд: 2

🌁 N_Neural Networks

https://github.com/larq - Open-Source Deep Learning Library for Training Binarized Neural Networks

https://pypi.org/project/onnxruntime-cann - engine for Open Neural Network Exchange (ONNX) models - Звёзд: 13468 https://pypi.org/project/mnn - highly efficient and lightweight deep learning framework - Звёзд: 8446
https://pypi.org/project/tract - Python bindings for tract, a neural network inference engine - Звёзд: 2125 https://pypi.org/project/sparseml - applying sparsification recipes to neural networks - Звёзд: 2010

https://github.com/larq/larq - Open-Source Deep Learning Library for Training Binarized Neural Networks - 696 stars
https://pypi.org/project/norse - library for deep learning with spiking neural networks - Звёзд: 628
https://pypi.org/project/brainpy - Brain Dynamics Programming - https://github.com/brainpy/BrainPy - 489 stars
https://pypi.org/project/pymnet - Multilayer network analysis library for Python - Звёзд: 116

https://pypi.org/project/larq-zoo - Reference implementations of popular Binarized Neural Networks - 103 stars https://pypi.org/project/LinSATNet - neural network layer to enforce the satisfiability of positive linear constraints to the output of neural networks. The gradient through the layer is exactly computed. This package now works with PyTorch - Звёзд: 36
https://pypi.org/project/NNGT - https://github.com/tfardet/NNGT - generate and study graphs and detailed spatial or biological networks - 14 stars
https://pypi.org/project/fkan - Fractional Kolmogorov-Arnold neural Network (fKAN) - 7 stars

🔥 Generative

Tools for / DL / AI / DS

sci-kit learn

https://pypi.org/project/kydavra https://pypi.org/project/scikit-ntk - neural tangent kernel for scikit-learn's Gaussian process module - Звёзд: 21

❓❗ Algorithm for Recommendation

💜 https://pypi.org/search/?q=Algorithm+for+Recommendation 💜 https://github.com/topics/recommendation-system
💜 https://github.com/topics/recommender-system

https://pypi.org/project/pysarplus - https://github.com/recommenders-team/recommenders - 18.4k stars
https://pypi.org/project/obp - Звёзд: 624

✨ Text repositories

https://en.wikipedia.org/wiki/List_of_preprint_repositories
https://ru.wikipedia.org/wiki/ArXiv.org - mathematics, physics, astronomy, electrical engineering, computer science, quantitative biology, statistics, mathematical finance and economics
https://synthical.com/ - computer science, mathematics, economics, physics, cryptography

https://en.wikipedia.org/wiki/EarthArXiv - Earth Science
https://essopenarchive.org - Earth and Space Science Open Archive

https://en.wikipedia.org/wiki/EngrXiv - engineering
https://ru.wikipedia.org/wiki/SSRN - social sciences, humanities, life sciences, and health sciences
https://en.wikipedia.org/wiki/EconStor - Economics and Business Studies
https://en.wikipedia.org/wiki/Research_Papers_in_Economics (RePEc)
https://en.wikipedia.org/wiki/ScienceOpen
https://en.wikipedia.org/wiki/Zenodo

https://ru.wikipedia.org/wiki/ViXra - unorthodox and fringe science

⭐🅾️ OrG

https://sandialabs.github.io/
https://github.com/LLNL/sundials/releases
https://www.pyomo.org https://www.dagitty.net - draw and analyze causal diagrams
https://docs.scikit-tda.org/en/latest/ - Topological Data Analysis Python libraries intended for non-topologists
https://regina-normal.github.io/ - tool for studying low-dimensional topology
https://github.com/sigma-py - collection of Python libraries and command-line tools for mathematical applications
https://snappy.computop.org - studying the topology and geometry of 3-manifolds, with a focus on hyperbolic structures
https://tulip.labri.fr/site/ - information visualization framework dedicated to the analysis and visualization of relational data
http://www.deltares.nl/en/software/rtc-tools/ - hydro models
https://www.decision-deck.org/project/ - Open Source software tools to support the Multi-Criteria Decision Aiding (MCDA)
♦️ https://github.com/SciRuby - The Ruby Science Foundation: scientific computing in Ruby

testing the operation of functions from scipy.optimize

Testing of optimization functions is necessary
because optimization as a kind of solving incorrect problems
can give solutions much different from the real ones

https://docs.scipy.org/doc/scipy/reference/optimize.html
https://docs.scipy.org/doc/scipy/tutorial/optimize.html
2019, Habr: SciPy, оптимизация / SciPy, optimization

the_minimize_scalar - optimize.minimize_scalar: Univariate 1D function minimizers
'brent', 'goldeb' - Unconstrained minimization methods
'bounded' - Bounded (constrained) minimization

testing the operation of functions from scipy.signal

https://docs.scipy.org/doc/scipy/tutorial/signal.html#filtering
https://docs.scipy.org/doc/scipy/reference/signal.html

https://oeis.org - The On-Line Encyclopedia of Integer Sequences® (OEIS®)

🏠 PyPi

♏ Algo & Structures collections

🌋 https://numfocus.org/project/xarray - data structures and analysis tools for working with multidimensional labeled datasets and arrays - https://github.com/pydata/xarray - 3.5k stars
🌋 https://numfocus.org/project/cupy - https://github.com/cupy/cupy - NumPy & SciPy for GPU - 8k stars
🌋 https://pypi.org/project/aesara - defining, optimizing, and efficiently evaluating mathematical expressions involving multi-dimensional arrays - Звёзд: 1169
🌋 https://pypi.org/project/awkward -https://github.com/scikit-hep/awkward - 812 stars
{https://pypi.org/project/awkward0 - Manipulate arrays of complex data structures as easily as Numpy - Звёзд: 216}
🌋 https://xgi.readthedocs.io -modeling and analyzing complex systems with group (higher-order) interactions, i.e. hypergraphs and simplicial complexes - https://github.com/xgi-org/xgi - https://pypi.org/project/xgi - 172 stars

JAX

Google JAX — фреймворк машинного обучения для преобразования числовых функций.
Представляет объединение измененной версии autograd (автоматическое получение градиентной функции через дифференцирование функции)
и TensorFlow's XLA (Ускоренная линейная алгебра (Accelerated Linear Algebra)).
https://pypi.org/project/jax - Differentiate, compile, and transform Numpy code - Звёзд: 28984
https://github.com/google/jax - Composable transformations of Python+NumPy programs: differentiate, vectorize and more - 29k stars
https://pypi.org/project/equinox - https://pypi.org/project/equinox/ - Звёзд: 1913
https://github.com/patrick-kidger/equinox - Elegant easy-to-use neural networks + scientific computing in JAX - 1.9k stars
https://pypi.org/project/kernax - Regularized Stein thinning ( post-processing the output of a sampling procedure, such as Markov chain Monte Carlo (MCMC)) using JAX -
https://pypi.org/project/diffrax - JAX-based library providing numerical differential equation solvers (ODE/SDE/CDE (ordinary/stochastic/controlled)) - Звёзд: 1325

https://pypi.org/project/blackjax - Flexible and fast sampling - Звёзд: 758
https://pypi.org/project/equinox - easy-to-use neural networks in JAX - Звёзд: 1913
https://pypi.org/project/distrax - Probability distributions - 518 stars
https://pypi.org/project/ott-jax - Optimal Transport Tools in JAX - Звёзд: 476
https://pypi.org/project/dm-pix - https://github.com/google-deepmind/dm_pix - PIX is an image processing library in JAX - 376 stars
https://pypi.org/project/sympy2jax - Turn SymPy expressions into trainable JAX expressions - 308 stars
https://pypi.org/project/gqylpy-dict - based on the built-in dict and serves as an enhancement to it - Звёзд: 289
https://pypi.org/project/optimistix - Nonlinear optimisation in JAX and Equinox - Звёзд: 265

https://pypi.org/project/kfac-jax - approximate curvature estimation and optimization using KFAC - Звёзд: 212
https://pypi.org/project/interpax - Interpolation and function approximation with JAX - Звёзд: 95
https://pypi.org/project/quadax - Numerical quadrature with JAX - Звёзд: 34
https://pypi.org/project/thermox - https://github.com/normal-computing/thermox - simulate Ornstein-Uhlenbeck (OU) processes (The Ornstein–Uhlenbeck process is a stationary Gauss–Markov process) - 25 stars

⭐ https://pypi.org/project/pytools/ - things that are “missing” from the Python standard library - Звёзд: 67 https://pypi.org/project/modelx - Build and run complex models composed of formulas and data - Звёзд: 90

https://pypi.org/project/simframe - Framework for Scientific Simulations - Звёзд: 12

https://pypi.org/project/mathpy
https://github.com/mauriceling/copads
https://github.com/whym1here/Algopylib
https://github.com/AlgebraixData/algebraixlib
https://pypi.org/project/dmppl
https://pypi.org/project/PyUtilib/
https://pypi.org/project/jheaps - various heap implementations
https://pypi.org/project/polyrat - Polynomial and rational function library
https://github.com/discretegames/DSAs - sorting
https://pypi.org/project/cog-suspect/ - Special Structure Detection
https://pypi.org/project/openmtpk - Numbery Theory and Cryptographic algorithms, Linear Algebra, and Machine/Deep learning - 8 stars
https://pypi.org/project/athena-mathlab - reduction of high dimensional parameter spaces in the context of numerical analysis. It allows the use of several dimensionality reduction techniques such as Active Subspaces (AS), Kernel-based Active Subspaces (KAS), and Nonlinear Level-set Learning (NLL) - Звёзд: 50
https://pypi.org/project/trusspy - Truss Solver - Звёзд: 51

◀️Numeric intervals▶️

https://pypi.org/project/portion - Data structure and operations for intervals - Звёзд: 461 (https://pypi.org/project/python-intervals)
https://github.com/inducer/islpy - Polyhedral Analysis - islpy is a Python wrapper around Sven Verdoolaege's isl, a library for manipulating sets and relations of integer points bounded by linear constraints - 71 stars
https://pypi.org/project/pynterval - Звёзд: 0
https://github.com/FabriceSalvaire/python-interval-arithmetic - interval arithmetic - 1 star
https://pypi.org/project/intervalframe - interval manipulation - Звёзд: 1

📀💿 DataBase 💾

https://pypi.org/project/PyPika - A SQL query builder API for Python - Звёзд: 2425

🔺 Complex

https://pypi.org/project/MDP - library of widely used data processing algorithms, and the possibility to combine them together to form pipelines for building more complex data processing software
https://pypi.org/project/optproblems
https://pypi.org/project/machine-learning-lab-dashboard

🔢 Number theory

https://github.com/thatgaypigeon/somos-py - https://en.wikipedia.org/wiki/Somos_sequence (as Fibo)
https://pypi.org/project/scikit-labs - Linear-time Adaptive Best-subset Selection - https://github.com/abess-team - https://github.com/abess-team/abess-A-Fast-Best-Subset-Selection-Library-in-Python-and-R

🌌 R_Random data / Stochastic processes

https://pypi.org/project/opensimplex - noise generation function like Perlin or Simplex noise, but better https://en.wikipedia.org/wiki/Simplex_noise https://en.wikipedia.org/wiki/Perlin_noise
https://pypi.org/project/stochastic - realizations of stochastic processes - Звёзд: 437
https://github.com/StochSS - Stochastic Simulation Service
https://pypi.org/project/stochss-compute
https://pypi.org/project/simplerandom - Simple random number generators - Звёзд: 62
https://pypi.org/project/scikit-rmt - Random Matrix Theory - Звёзд: 35
https://pypi.org/project/pyrandwalk - Random Walks- Звёзд: 21
https://pypi.org/project/SyncRNG - Generate the same random numbers in R and Python - Звёзд: 19
https://pypi.org/project/gaussianfft - Gaussian Random Fields, using the fast Fourier transform - Звёзд: 6 https://pypi.org/project/rnd-pcw-poly - Generate random piecewise polynomials - Звёзд: 0
https://pypi.org/project/pyrandvec - Generate random vectors whose components sum up to one - Звёзд: 0
https://pypi.org/project/uc-sgsim - Random Field Generation - Звёзд: 0
--- not in github
https://pypi.org/project/codeviking.random - random number generators with many useful random number generation methods

Bool logic

https://pypi.org/project/quine-mccluskey-tomas789 - https://en.wikipedia.org/wiki/Quine%E2%80%93McCluskey_algorithm https://pypi.org/project/normal-form/ - working with Conjunctive Normal Form (CNFs) and Boolean Satisfiability

🔃 Combinatorics

https://pypi.org/project/y0 - causal modeling - Звёзд: 42 y0 has a fully featured internal domain specific language for representing probability expressions
https://pypi.org/project/logics - framework for mathematical logic - Звёзд: 21
https://pypi.org/project/permutation - Permutations of finitely many positive integers - Звёзд: 16
https://pypi.org/project/permuta - permutation library - Звёзд: 13
https://pypi.org/project/comb-spec-searcher - Звёзд: 11
https://pypi.org/project/zython/ - Express constraint programming problem / Constraint programming (CP) is a paradigm for solving combinatorial problems - 8 stars
https://github.com/AdrienC21/CCSD - to generate Combinatorial Complexes using Stochastic Differential Equations - 6 stars .
https://pypi.org/project/testflows.combinatorics - Звёзд: 2
emlib - Звёзд: 1
https://pypi.org/project/trotter/ - Звёзд: 1
https://pypi.org/project/partitions - Generates partitions of a positive integer - Звёзд: 1
https://github.com/whym1here/Algopylib - 0 stars
https://pypi.org/project/pycycles/ - Permutation and permutation groups - 0 stars

https://pypi.org/project/infEGE - 8 stars https://pypi.org/project/combi/

📝 C_Calculation

🌋 https://github.com/devitocodes - https://pypi.org/project/devito - automated finite-differences and stencil computation - Optimised Finite Difference (FD) computation from high-level symbolic problem definitions - Звёзд: 539 } 🌋 https://github.com/equadratures/equadratures - uncertainty quantification, machine learning, optimisation, numerical integration and dimension reduction - 98 stars
🌋 https://python-graphblas.readthedocs.io - https://github.com/python-graphblas/python-graphblas - high-performance sparse linear algebra for scalable graph analytics - 121 stars
https://pypi.org/project/ai4xde/ - library for scientific machine learning and physics-informed learning

https://pypi.org/project/aesara/ - defining, optimizing, and efficiently evaluating mathematical expressions involving multi-dimensional arrays - Звёзд: 1165
https://pypi.org/project/tinyspline - Spline Library - Звёзд: 1124
https://pypi.org/project/symbolica/ - fast computer algebra system - Звёзд: 414
https://pypi.org/project/pyamg/ - solving large-scale linear systems with optimal or near-optimal efficiency - Звёзд: 545

https://pypi.org/project/optbinning - Optimal Binning library - Звёзд: 432

https://pypi.org/project/galgebra - Symbolic Geometric Algebra/Calculus package for SymPy - Звёзд: 223
https://pypi.org/project/orthopy - Orthogonal polynomials in all shapes and sizes - 182 stars
https://pypi.org/project/csaps - Cubic spline approximation (smoothing) -https://pypi.org/project/pyvoronoi/ Звёзд: 161
https://pypi.org/project/Splipy - Spline modelling library - Звёзд: 100
https://pypi.org/project/VISualMAth - Звёзд: 99
https://pypi.org/project/equadratures - Polynomial approximations - 97 stars
https://pypi.org/project/cy-root - multiple root-finding methods - Звёзд: 21
https://pypi.org/project/shapelysmooth - polyline smoothing package for shapely - Звёзд: 21
https://pypi.org/project/wai.ma - library of 2-dimensional matrix algorithms - Звёзд: 7 https://pypi.org/project/rounders - round-function equivalents with different rounding-modes - Звёзд: 4
https://pypi.org/project/matmath/ - A simple and efficient module for matrix and vector manipulation - Звёзд: 4
https://pypi.org/project/pyNFFT2 - computing the nonequispaced discrete Fourier transform (NDFT) in one or more dimensions, of arbitrary input size, and of complex data - Звёзд: 1 https://pypi.org/project/linsolve - linearizing and solving systems of equations - Звёзд: 0
https://pypi.org/project/cardano-method - cubic equation solver - 0 stars

https://pypi.org/project/vector-shortcuts/ - Vector and linear algebra toolbelt for NumPy
https://pypi.org/project/vincenty - inverse geodetic problem. It is based on the WGS 84 reference ellipsoid and is accurate to within 1 mm

https://pypi.org/project/CROCpy3 - https://en.wikipedia.org/wiki/Receiver_operating_characteristic
https://pypi.org/project/mathtoolspy - for mathematically operations, like integration, solver, distributions and other useful functions
https://pypi.org/project/pyroots/ - single variable function solvers (roots)
https://pypi.org/project/sym/ - wrapper for symbolic manipulation libraries in Python
https://pypi.org/project/clifford - Numerical Geometric Algebra Module
https://pypi.org/project/bcpseg - Bayesian Change Point Segmentation
https://github.com/stephenhky/MoguNumerics - Exponential and sigmoid curve fitting; Dynamic programming: Damerau-Levenshtein distance; Topological data analysis; Multivariate Gaussian distribution sampling; Probability crosswalk;
https://pypi.org/project/sigfig - rounding numbers (with expected results)

https://pypi.org/project/samply - computing samplings in arbitrary dimensions

https://pypi.org/project/neumann - Applied Mathematics in Physical Sciences: Linear Algebra, solve linear and nonlinear optimization problems, Graph Theory
https://pypi.org/project/BNumMet - Linear Systems, Interpolation, Non-Linear, Randomness, Visualizers
https://pypi.org/project/cypari - computer algebra system for number theory computations
https://pypi.org/project/rdx/ - convert an integer to a string in any base
https://pypi.org/project/hermite-function - A Hermite function series module

Solving problems from the video channels

https://www.youtube.com/@Postupashki/videos
https://www.youtube.com/@PBVmaths/videos

https://github.com/bjodah/pyneqsys - solving non-linear equation systems from symbolic expressions

Propagate uncertainty in calculations

https://pypi.org/project/uncvalue/

As itertools

https://pypi.org/project/more-itertools https://pypi.org/project/a-pandas-ex-combinatoric-iterators-to-df/ https://pypi.org/project/influence/ https://pypi.org/project/ccc-calculator/ https://pypi.org/project/seqgentools/

🎩 ODE / PDE / SDE / derivatives / integrals

💜 https://github.com/topics/differential-equations - 855 public repo
💜 https://github.com/topics/differentialequations - 37 public repo
💜 https://github.com/topics/differential-algebraic-equations - 28 public repo

https://computing.llnl.gov/projects/sundials https://pypi.org/project/pdepy/

🌋 https://pypi.org/project/diffeqpy - https://numfocus.org/project/sciml - Solving Differential Equations - https://github.com/SciML/diffeqpy - Звёзд: 507
🌋 https://numfocus.org/project/petsc - https://pypi.org/project/petsc - https://github.com/petsc/petsc - data structures and routines for the scalable (parallel) solution of scientific applications modeled by partial differential equations - 394 stars
🌋 https://www.clawpack.org - https://github.com/clawpack/clawpack - olving hyperbolic systems of partial differential equations - 172 stars

https://pypi.org/project/quadpy - Numerical integration, quadrature for various domains - Звёзд: 758
https://pypi.org/project/quadpy-gpl - https://github.com/sigma-py/quadpy - More than 1500 numerical integration schemes - 756 stars https://pypi.org/project/findiff - or finite difference derivatives in any number of dimensions - Звёзд: 409 https://pypi.org/project/pymor/ - model order reduction - Звёзд: 291
https://pypi.org/project/RBniCS - - reduced order modelling in FEniCS - 92 stars

https://pypi.org/project/gwr-inversion
https://pypi.org/project/integral - https://github.com/brainpy/BrainPy - framework for computational neuroscience and brain-inspired computation - 491 stars
https://github.com/mattloper/chumpy - Autodifferentiation tool for Python - 194 stars
https://pypi.org/project/torchquad - torch-based numerical integration methods - Звёзд: 172
https://pypi.org/project/pyodesys - https://pypi.org/project/pyodesys/ - Звёзд: 91
https://pypi.org/project/differint - Звёзд: 50 https://pypi.org/project/cubature - Numerical integration technique - Звёзд: 36
https://pypi.org/project/pycvodes - binding for cvodes from the sundials library - Звёзд: 33 https://github.com/JoshKarpel/idesolver - numerical integro-differential equation solver - 30 stars

https://pypi.org/project/pyodeint - Python binding for odeint from boost - Звёзд: 19
https://pypi.org/project/pyfmmlib - wrapper for fmmlib2d and fmmlib3d implementations of the fast multipole method for Laplace and Helmholtz potentials - Звёзд: 15
https://pypi.org/project/pygslodeiv2 - binding for odeiv2 in GNU Scientific Library (GSL) - Звёзд: 14
https://pypi.org/project/CyRK - Runge-Kutta ODE Integrator - Звёзд: 12
https://pypi.org/project/fredipy - https://pypi.org/project/fredipy/ - Звёзд: 1
https://pypi.org/project/quadrature - quadrature integration methods for vector-valued real function. The adaptive quadrature are based on Gauss-Kronrod rules - Звёзд: 1
https://pypi.org/project/pynumint - Numerical Integration - 0 stars

https://pypi.org/project/FDGPU - Finite difference derivatives in any number of dimensions
https://pypi.org/project/finitediff - Finite difference weights for any derivative order on arbitrarily spaced grids
https://pypi.org/project/desolver - Differential Equation System Solver

https://pypi.org/project/bquadpy - Numerical integration, quadrature for various domains
https://pypi.org/project/pinns - Solve differntial equations using neural networks - Звёзд: 6
https://github.com/scaomath/galerkin-transformer - Звёзд: 211
https://pypi.org/project/elvet - neural network-based differential equation and variational problem solver https://pypi.org/project/nssvie - Numerical solution of stochastic Volterra integral equations
https://pypi.org/project/cubepy - https://github.com/Areustle/cubepy - Adaptive Multi-dimensional Integration - 4 stars
https://pypi.org/project/gradgen - Gradient computation - 3 stars

--- Not in github
https://pypi.org/project/tensordiff - finite difference derivatives in any number of dimensions
https://pypi.org/project/integrators - backend-free numerical integration library for differential equations

ODE

💜 https://github.com/topics/ode - 386 public repo
https://pypi.org/project/heyoka - of ordinary differential equations (ODEs) via Taylor’s method - Звёзд: 61
https://pypi.org/project/pySDC - spectral deferred correction (SDC) approach - Звёзд: 32
https://pypi.org/project/pyoscode - Oscillatory ordinary differential equation solver - Звёзд: 29
https://pypi.org/project/ode-explorer (2020) - 8 stars
https://pypi.org/project/odeanimate - ODE k mathematical calculation, plotting and animation - Звёзд: 1

PDE

💜 https://github.com/topics/partial-differential-equations - 403 public repo
💜 https://github.com/topics/pde - 359 public repo
https://pypi.org/project/FiPy D_Da- finite volume PDE solver in Python - Звёзд: 489
https://pypi.org/project/shenfun - Automated Spectral-Galerkin framework for solving partial differential equations (PDEs) - Звёзд: 193
https://pypi.org/project/jax-dips - Differentiable 3D interfacial PDE solvers written in JAX using the Neural Bootstrapping Method - Звёзд: 37
https://pypi.org/project/ader - solving any (potentially very stiff) hyperbolic system of PDEs - Звёзд: 13
https://pypi.org/project/fastvpinns - tensor-driven variational physics-informed neural network library for solving PDEs - Звёзд: 12
https://pypi.org/project/hedges - Discontinuous Galerkin Python solver for 1D Hyperbolic PDEs - Звёзд: 1 https://pypi.org/project/desolvex - solution of partial differential equations - Звёзд: 0 https://pypi.org/project/pylsewave - pulse wave dynamics and/or any hyperbolic system of PDEs - https://github.com/giorgosR/pylsewave - 0 stars

📊📊 S_Statistics / R_Regression

🌋 https://www.statsmodels.org - statistical models, hypothesis tests, and data exploration - https://pypi.org/project/statsmodels - Звёзд: 9753
🌋 https://skforecast.org - ibrary that eases using scikit-learn regressors as single and multi-step forecasters - https://pypi.org/project/skforecast - Звёзд: 1006

https://pypi.org/project/scann/ - Scalable Nearest Neighbor search library - Звёзд: 33387
https://pypi.org/project/pingouin - statistical package for Python - Звёзд: 1565
https://pypi.org/project/simsimd - Computing dot-products, similarity measures, and distances between low- and high-dimensional vectors is ubiquitous in Machine Learning, Scientific Computing, Geo-Spatial Analysis, and Information Retrieval - Звёзд: 808
https://pypi.org/project/scikit-posthocs - Statistical post-hoc analysis and outlier detection algorithms - Звёзд: 325
https://pypi.org/project/formulaic - An implementation of Wilkinson formulas - Звёзд: 316
https://pypi.org/project/spotpy/ - Statistical Parameter Optimization Tool - Звёзд: 245
https://pypi.org/project/ambrozia - A/B tests - Звёзд: 215
https://pypi.org/project/mpcrl - Reinforcement Learning with Model Predictive Control - Звёзд: 164
https://pypi.org/project/boost-histogram - The Boost::Histogram Python wrapper - Звёзд: 142
https://pypi.org/project/entropy-estimators - Estimators for entropy and other information theoretic quantities of continuous distributions - Звёзд: 124
https://pypi.org/project/biogeme - maximum likelihood estimation of parametric models in general, with a special emphasis on discrete choice models - Звёзд: 102
https://pypi.org/project/pycid - Causal Influence Diagram library - Звёзд: 93
https://pypi.org/project/hepstats - statistics tools and utilities from High Energy Physics - Звёзд: 64
https://pypi.org/project/fdasrsf - functional data analysis using the square root slope framework - Звёзд: 49
https://pypi.org/project/gumbi - Gaussian Process model from tabular data - Звёзд: 48
https://pypi.org/project/cubist - fitting Quinlan's Cubist regression model - Звёзд: 38
https://pypi.org/project/paramnormal - Conventionally parameterized probability distributions - Звёзд: 35
https://pypi.org/project/feedx - A/B experiments on shopping feeds - Звёзд: 31
https://pypi.org/project/SBCK - Statistical Bias Correction Kit - https://github.com/yrobink/SBCK - 20 stars https://pypi.org/project/pyDOE3 - Design of experiments - Звёзд: 18
https://pypi.org/project/diversipy - https://github.com/DavidWalz/diversipy - Sample in hypercubes, select diverse subsets, and measure diversity - 8 stars
https://pypi.org/project/tea-tasting - statistical analysis of A/B tests - Звёзд: 6
https://pypi.org/project/phitter/ - Find the best probability distribution for your dataset - Звёзд: 4
https://pypi.org/project/distribution-algebra - random variables, statistical distributions, and their algebra - Звёзд: 1

https://pypi.org/project/stat-analysis - collection of common statistical methods for data analysis - Звёзд: 0
https://pypi.org/project/trata - standard and adaptive sampling - Звёзд: 0

https://pypi.org/project/distribution-algebra - random variables, statistical distributions, and their algebra
https://pypi.org/project/gsa-framework/ - Generic framework for global sensitivity analysis
https://pypi.org/project/pysloth - Probabilistic Predictions
https://pypi.org/project/abracadabra - Making hypothesis and AB testing magically simple!
https://github.com/nudomarinero/wquantiles - Weighted quantiles, including weighted median, based on numpy
https://pypi.org/project/tsdst/ - statistical utility tool
https://pypi.org/project/benford-py - https://en.wikipedia.org/wiki/Benford%27s_law
https://pypi.org/project/benfordviz
https://pypi.org/project/powerlaw - Analysis of Heavy-Tailed Distributions
https://pypi.org/project/applied-stats - compute MLEs / probabilities
https://pypi.org/project/wasserstein - Wasserstein distances - https://en.wikipedia.org/wiki/Wasserstein_metric
https://pypi.org/project/skm-pyutils/ https://pypi.org/project/lmoments3 - L-moments to calculate optimal parameters for a number of distributions - Звёзд: 6
https://pypi.org/project/CausalDisco - Causal Discovery https://pypi.org/project/xmcda - Read, write and manipulate XMCDA objects - XMCDA is a data standard which allows to represent MultiCriteria Decision Analysis (MCDA) data elements in XML according to a clearly defined grammar
https://pypi.org/project/pyparcs - causal methods - Звёзд: 4
--- not in github
https://pypi.org/project/lea - Discrete probability distributions

❓ Statistics with uncertainity

https://pypi.org/project/confseq - Confidence sequences and uniform boundaries - Звёзд: 53
https://pypi.org/project/uqtestfuns - library of test functions from the uncertainty quantification - Звёзд: 8 https://pypi.org/project/measurement-stats - Measurement statistics with uncertainties and error propagation - Звёзд: 0

https://pypi.org/project/anduryl - ANDURIL — A MATLAB toolbox for ANalysis and Decisions with UnceRtaInty
https://pypi.org/project/llnl-ibis - uncertainity quantification and sensitivity methods
https://pypi.org/project/stats-arrays - Standard NumPy array interface for defining uncertain parameters

🗼 I_Inferences (Выводы)

https://github.com/sbi-dev = Simulation-based inference toolbox
🔴 https://pypi.org/project/tigramite/ - Tigramite causal inference for time series - Звёзд: 1251

https://pypi.org/project/causality - causal inference - Звёзд: 1059 https://pypi.org/project/sbi - Simulation-based inference is the process of finding parameters of a simulator from observations - Звёзд: 541
https://pypi.org/project/elfi - Likelihood-free Inference (Вероятностный вывод) - https://github.com/elfi-dev/elfi - 262 stars
https://pypi.org/project/fuzzylogic - Fuzzy Logic and Fuzzy Inference - 117 stars
https://pypi.org/project/hypex - Fast and customizable framework for Causal Inference - Звёзд: 76
https://pypi.org/project/azcausal - Casual Inference - Звёзд: 32
https://pypi.org/project/suftware - implementation of Bayesian Field Theory algorithms for low-dimensional statistical inference - Звёзд: 9 https://pypi.org/project/scmodels - Structural Causal Models - Звёзд: 5 https://pypi.org/project/modularbayes - Modular Bayesian Inference - Звёзд: 1

📈 Regression 📉

https://pypi.org/project/probfit/ - Distribution Fitting/Regression Library - Звёзд: 50
https://pypi.org/project/ImbalancedLearningRegression - preprocesssing imbalanced data for regression - Звёзд: 36
https://pypi.org/project/clogistic/ - Constrained Logistic Regression - Звёзд: 32
https://pypi.org/project/ropwr - Robust Piecewise Regression - Звёзд: 10
https://pypi.org/project/pyRobustRegressionLib - near and non-linear robust regression - Звёзд: 5
https://pypi.org/project/autoregression - Звёзд: 4
https://pypi.org/project/gaussian-proc - Gaussian process regression - 2 stars

🔠 B_Bayesian

🌋 https://numfocus.org/project/stan 🌋 https://numfocus.org/project/pymc - statistical modeling tool for Bayesian statistical modeling and Probabilistic Machine Learning which focuses on advanced Markov chain Monte Carlo and variational fitting algorithms. https://github.com/pymc-devs - Bayesian Modeling and Probabilistic Programming
🌋 https://pomegranate.readthedocs.io/en/latest - https://github.com/jmschrei/pomegranate - probabilistic modeling - 3.3k stars { https://pypi.org/project/pomegranate - Звёзд: 70

https://pypi.org/project/micropymc (PyMC3) - Probabilistic Programming in Python: Bayesian Modeling and Probabilistic Machine Learning with Aesara - Звёзд: 8449
https://pypi.org/project/pymc (formerly PyMC3) - Bayesian statistical modeling focusing on advanced Markov chain Monte Carlo (MCMC) and variational inference (VI) algorithms - Звёзд: 8496 https://pypi.org/project/pystan - Bayesian modeling, inference, and visualization - https://github.com/stan-dev/stan - 2553 stars

🌋 https://pypi.org/project/arviz - Exploratory analysis of Bayesian models - Звёзд: 1555 - https://numfocus.org/project/arviz https://pypi.org/project/pyGPGO/ - Bayesian optimization for Python - 236 stars
https://pypi.org/project/bayesian-bootstrap - Bayesian Bootstrapping for statistics and regression models - Звёзд: 119
https://pypi.org/project/bamt - data modeling and analysis tool based on Bayesian networks - 116 stars https://pypi.org/project/pymc-bart -Bayesian Additive Regression Trees for Probabilistic Programming with PyMC - Звёзд: 82
https://pypi.org/project/pocomc - for fast Bayesian posterior and model evidence estimation. It leverages the Preconditioned Monte Carlo (PMC) algorithm - Звёзд: 72
https://pypi.org/project/pypmc - adaptive importance sampling featuring implementations of variational Bayes, population Monte Carlo, and Markov chains - Звёзд: 48
https://github.com/rnburn/bbai - Deterministic algorithms for objective Bayesian inference and hyperparameter optimization - 46 stars
https://github.com/tcassou/babtest - Bayesian Tests / AB Testing - 40 stars
https://pypi.org/project/BayesABTest - AB tests in a Bayesian framework - Звёзд: 19
https://pypi.org/project/changepoint - A Bayesian change point library ( change point detection for steams of data) - Звёзд: 10
https://pypi.org/project/murefi - multiple replicate fitting and Bayesian modeling - Звёзд: 4
https://pypi.org/project/barmpy - Bayesian Additive Regression Models - Звёзд: 4

https://pypi.org/project/bnlib - modeling large systems with Bayesian networks - creating and using probabilistic graphical models - Звёзд: 1
https://pypi.org/project/pyopenbt - OpenBT implementing Bayesian regression tree models - Звёзд: 2
https://pypi.org/project/bayes-tda/ - Point process model for Bayesian inference with persistence diagrams - Звёзд: 2
https://pypi.org/project/microarviz - Exploratory analysis of Bayesian models - Звёзд: 1
https://pypi.org/project/pybalonor - Bayesian analysis of the log-normal distribution - Звёзд: 0
https://pypi.org/project/naivebayesgauss - aive Bayes Gaussian algorithm - Звёзд: 0

-- not in github
https://pypi.org/project/pyAgrum - Bayesian networks and other Probabilistic Graphical Models - https://agrum.gitlab.io
https://pypi.org/project/abcpmc - approximate bayesian computing with population monte carlo

Queueing theory / Теория массового обслуживания

https://pypi.org/project/queueing-tool - Звёзд: 63 https://pypi.org/project/queueing-systems/

❄️ Clustering / Classification

💜 https://github.com/topics/clustering https://github.com/pycaret/pycaret - low-code machine learning library - 8.6k stars
https://github.com/mapbox/supercluster - 2k stars

https://pypi.org/project/fastcluster - Fast hierarchical clustering routines for R and Python - https://github.com/fastcluster/fastcluster - 131 stars
https://pypi.org/project/infostop - Temporospatial clustering in Python. Well suited for mobility data - Звёзд: 61
https://pypi.org/project/MiniballCpp - Smallest Enclosing Balls of Points - Звёзд: 20
https://pypi.org/project/metacluster - etaheuristic-based Clustering Problems - Звёзд: 9

https://pypi.org/project/difftopk - Differentiable Sorting, Ranking, and Top-k / Differentiable Top-k Classification Learning - Звёзд: 65

🎲 dyce

https://pypi.org/project/dycelib - exploring dice outcomes and other finite discrete probabilities
https://pypi.org/project/dyce - dice outcomes and other finite discrete probabilities - Звёзд: 33
https://pypi.org/project/anydyce - Visualization tools for dyce - Звёзд: 7
https://pypi.org/project/icepool - Dice probability package - Звёзд: 44
https://pypi.org/project/pydiceroll - rolling a lot of dice - Звёзд: 0

🎬 O_Optimization / Fitting

🌋 https://www.cvxpy.org - https://github.com/cvxpy/cvxpy - convex optimization problems - 5.2k stars
🌋 https://pypi.org/project/pylops - linear operators to allow solving large-scale optimization problems (inverse problems) - https://github.com/PyLops/pylops - 409 stars

⚡⚡⚡ Github

💜 https://github.com/topics/optimization?l=python - 2,149 public repo
💜 https://github.com/topics/bayesian-optimization?l=python - 258 public repo
💜 https://github.com/topics/particle-swarm-optimization?l=python - 189 public repo
💜 https://github.com/topics/heuristic-algorithms?l=python - 7 public repo
💜 https://github.com/topics/fish-swarms?l=python - 3 public repo

https://github.com/bayesian-optimization/BayesianOptimization - 7.6k star
https://github.com/guofei9987/scikit-opt - Genetic Algorithm, Particle Swarm Optimization, Simulated Annealing, Ant Colony Optimization Algorithm,Immune Algorithm, Artificial Fish Swarm Algorithm, Differential Evolution and TSP(Traveling salesman) - 5k stars
https://github.com/Thinklab-SJTU/awesome-ml4co - Awesome machine learning for combinatorial optimization papers - 1.5k stars
https://github.com/google/vizier - 1190 star
https://github.com/EmuKit/emukit - 576 star https://github.com/chrisstroemel/Simple - Experimental Global Optimization Algorithm - 478 stars
https://pypi.org/project/opengen - Nonconvex embedded optimization: code generation for fast real-time optimization - 477 stars

🏠 Pypi

https://web.casadi.org - CasADi is an open-source tool for nonlinear optimization and algorithmic differentiation. https://pypi.org/project/csnn - Neural Networks with CasADi

https://pypi.org/project/lightgbm/ - Звёзд: 16308
https://pypi.org/project/ortools/ - https://github.com/google/or-tools - operations research tools developed at Google - Звёзд: 10776
https://pypi.org/project/pymoo - Multi-Objective Optimization in Python - **https://github.com/anyoptimization/**pymoo - /NSGA2, NSGA3, R-NSGA3, MOEAD, Genetic Algorithms (GA), Differential Evolution (DE), CMAES, PSO/ - 2.1k stars
https://pypi.org/project/POT/ - Python Optimal Transport Library - Звёзд: 2328
https://pypi.org/project/google-vizier - framework for blackbox optimization and research - Звёзд: 1195

https://pypi.org/project/geoopt - “Riemannian Adaptive Optimization Methods” ICLR2019 and more - Звёзд: 814
https://github.com/scipopt/PySCIPOpt - https://www.scipopt.org - solvers for mixed integer programming (MIP) and mixed integer nonlinear programming (MINLP). It is also a framework for constraint integer programming and branch-cut-and-price - 773 stars
https://pypi.org/project/qpsolvers/ - Quadratic programming solvers - Звёзд: 548
https://pypi.org/project/hyperactive - hyperparameter optimization toolbox for convenient and fast prototyping - Звёзд: 494
https://pypi.org/project/skscope - Sparsity-Constraint OPtimization via itErative-algorithm - Звёзд: 299
https://pypi.org/project/iminuit - Minuit was designed to optimize statistical cost functions, for maximum-likelihood and least-squares fits. It provides the best-fit parameters and error estimates from likelihood profile analysis - Звёзд: 278
https://pypi.org/project/spotpy/ - Statistical Parameter Optimization Tool - Звёзд: 245
https://pypi.org/project/cocopp - framework for all types of black-box optimization algorithms, postprocessing - Звёзд: 250
https://pypi.org/project/pyGPGO/ - Bayesian optimization for Python - 236 stars
https://pypi.org/project/quadprog - Quadratic Programming Solver - Звёзд: 185

💥 Benchmark 💥
https://pypi.org/project/cocopp - Benchmarking framework for all types of black-box optimization algorithms, postprocessing - Звёзд: 254

https://pypi.org/project/opfunu/ - Optimization Benchmark Functions - Звёзд: 110 https://pypi.org/project/qpbenchmark - Benchmark for quadratic programming solvers available in Python - Звёзд: 97 https://pypi.org/project/qpsolvers_benchmark/ - Benchmark for quadratic programming solvers available in Python - 96 stars

https://pypi.org/project/desc-opt - Computes, analyzes and optimizes 3D MHD equilibria for stellarators and tokamaks - Звёзд: 78
https://pypi.org/project/cyclicbm - Cyclic Boosting - Звёзд: 54 https://github.com/PyLops/pyproximal - solve non-smooth, constrained convex problems with proximal algorithms - 46 stars
https://pypi.org/project/pysamoo - https://github.com/anyoptimization/pysamoo - Surrogate-Assisted Multi-objective Optimization - 40 stars https://pypi.org/project/cobyqa - Constrained Optimization BY Quadratic Approximations - Звёзд: 30

https://pypi.org/project/pycutest/ - CUTEst optimization test environment - Звёзд: 27
https://pypi.org/project/trustregion - Trust-region subproblem solvers for nonlinear/nonconvex optimization - Звёзд: 25
https://pypi.org/project/lapx - Linear Assignment Problem solver (LAPJV/LAPMOD) - Звёзд: 23
https://pypi.org/project/pyaugmecon - multi-objective optimization solver - Звёзд: 23
https://pypi.org/project/qaekwy - Client library for Qaekwy Operational Research Solver - Звёзд: 8
https://pypi.org/project/pyorlib - library for operations research - Звёзд: 8
https://pypi.org/project/enoppy - ENOPPY (ENgineering Optimization Problems in PYthon) - Звёзд: 9
https://pypi.org/project/qubolite - quadratic binary optimization - Звёзд: 7 https://pypi.org/project/ProMCDA - Probabilistic Multi Criteria Decision Analysis - Звёзд: 5
https://pypi.org/project/search-data-explorer - visualize search-data generated from Gradient-Free-Optimizers (1.1k stars) or Hyperactive (494 stars) - Звёзд: 2
https://pypi.org/project/ab-testing-analysis - AB test analysis toolbox for analyzing and reporting the results of an ab test experiment - Звёзд: 1
https://github.com/SimonBlanke/Surfaces - collection and visualization of single objective black-box functions for optimization benchmarking - Звёзд: 1
https://pypi.org/project/nullspace-optimizer - nonlinear constrained optimization

https://github.com/SimonBlanke?tab=repositories&q=&type=&language=python&sort
https://pypi.org/project/UO-test-functions/ - functions collections for unconstrained optimization based on sympy
https://pypi.org/project/benchmark-functions/ - benchmark functions collection for assessing the performances of optimisation problems on deterministic functions https://pypi.org/project/optobench/ - Benchmark (Test) Functions for Optimization https://pypi.org/project/pao - Adversarial Optimization - Звёзд: 17
https://pypi.org/project/qmm - Quadratic Majorize-Minimize - Звёзд: 15
https://pypi.org/project/pyfe3d - finite element solver for structural analysis and optimization - Звёзд: 15
https://pypi.org/project/gpcg - conjugate gradient algorithm (GPCG) for solving bound-constrained quadratic programs - Звёзд: 3
https://pypi.org/project/algormeter - eveloping, testing, measuring and exchange optimizers algorithms
https://pypi.org/project/cfrainbow - Implementations Of Counterfactual Regret Minimization In Its Many Shapes & Colors - Звёзд: 2
https://pypi.org/project/lightgbm-tools - Gradient boosting framework that uses tree based learning algorithms - Звёзд: 2

https://pypi.org/project/pymprog/ https://pymprog.sourceforge.net
https://pypi.org/project/DFOGN/ https://pypi.org/project/levmar/ - Levenberg-Marquardt (LM) optimization algorithm
https://pypi.org/project/light-famd/ - includes a variety of methods including principal component analysis (PCA) and multiply correspondence analysis (MCA)
https://pypi.org/project/peak-engines - Machine learning framework built on second-order optimization
https://pypi.org/project/peerless
https://pypi.org/project/optimization-dashboard
https://pypi.org/project/pfevaluator - evaluating performance metrics of Pareto fronts in multiple/many objective optimization problems
https://pypi.org/project/sqnomad -
https://pypi.org/project/pyslsqp - solve nonlinear programming (NLP) problem - Звёзд: 0

https://pypi.org/project/hyperoptim - Hyperparameter Optimization using Genetic Algorithms
https://pypi.org/project/pyMMAopt/ - Method of Moving Asymptotes optimization algorithm - Звёзд: 12
https://pypi.org/project/opof/ https://pypi.org/project/opof-grid2d/ - OPOF(Open-Source Planner Optimization Framework) domains for 2D grid worlds - 4 stars
https://pypi.org/project/minizinc/ - MiniZinc is a high-level constraint modelling language that allows you to easily express and solve discrete optimisation problems - Звёзд: 137
https://pypi.org/project/PICOS - interface to conic optimization solvers
https://pypi.org/project/swarmist - Domain Specific Language (DSL) for building metaheuristic algorithms to solve single-objective continuous optimization over real domains

➖ Linear programming

https://pypi.org/project/PuLP - is an LP modeler, can generate MPS or LP files and call GLPK, COIN CLP/CBC, CPLEX, and GUROBI to solve linear problems - Звёзд: 2005 https://pypi.org/project/mip - for Modeling and Solving Mixed-Integer Linear Programs - Звёзд: 512
https://pypi.org/project/lpsolvers/ - Linear programming solvers - Звёзд: 22
https://pypi.org/project/lippy - Звёзд: 18
https://pypi.org/project/dantzig - linear programming library - Звёзд: 4
https://pypi.org/project/ponio - numerical integrators for solve linear transport equation
https://pypi.org/project/conv-opt - High-level Python package for solving linear and quadratic optimization problems using multiple solvers

2️⃣ Quadratic programming

https://pypi.org/project/qpalm/ - Proximal Augmented Lagrangian method for Quadratic Programs - Звёзд: 13
https://pypi.org/project/TBFLib - ToriBird's Formula library (TBFLib) - Звёзд: 0

NonLinear programming

🌋 https://estimagic.org/en/stable - nonlinear optimization to solve difficult problems with or without constraints - https://github.com/OpenSourceEconomics/optimagic - 236 stars

https://pypi.org/project/casadi - https://github.com/casadi - https://web.casadi.org - framework for algorithmic differentiation and numeric optimization - Звёзд: 1617

https://pypi.org/project/qmm - Quadratic Majorization-Minimization - Звёзд: 15 https://pypi.org/project/csnlp - Nonlinear Progamming with CasADi - Звёзд: 8

📈 Regression

https://pypi.org/project/smogn - Synthetic Minority Over-Sampling Technique for Regression with Gaussian Noise - Звёзд: 305

https://pypi.org/project/mlr -Linear regression utility with inference tests, residual analysis, outlier visualization, multicollinearity test, and other features
https://pypi.org/project/PyQt-Fit/ - Parametric and non-parametric regression, with plotting and testing methods
https://pypi.org/project/regressions - Generates statistical regression models for data sets - 48 stars
https://pypi.org/project/rfcorr - Random Forest-inspired correlation/dependence methods - Звёзд: 14 - 03/05/2022
https://pypi.org/project/salmon-lm - symbolic algebra of linear regression and modeling - Звёзд: 8

🔑 Bindings for optimizers

https://pypi.org/project/pychoco - Choco Constraint programming solver (https://choco-solver.org/) https://pypi.org/project/optlang - Formulate optimization problems using sympy expressions and solve them using interfaces to third-party optimization software (e.g. GLPK - GNU Linear Programming Kit) - Звёзд: 238

♨️ Fitting

https://pypi.org/project/pyeq3/ - equation, curve and surface fitting library - Звёзд: 5
https://pypi.org/project/quadrilateral-fitter - fitting irregular quadrilaterals (четырехугольники) from polygons or point clouds - Звёзд: 5
https://pypi.org/project/multinterp - https://pypi.org/project/multinterp - Звёзд: 4
https://pypi.org/project/scifit - Звёзд: 1
--- not in github
https://pypi.org/project/pyeq2 - Large curve fitting and surface fitting library with hundreds of named equations

🐝 Particle Swarm Optimization 🐜 (Evolutionary algorithms)

https://github.com/geatpy-dev/geatpy - Evolutionary algorithm toolbox - 2k stars
https://pypi.org/project/pyswarms - Звёзд: 1245
https://pypi.org/project/cma - Covariance Matrix Adaptation Evolution Strategy for non-linear numerical optimization - Звёзд: 1053
https://pypi.org/project/swarmlib - Implementation and visualization of different swarm optimization algorithms - Звёзд: 490
https://pypi.org/project/mealpy - Library for Latest Meta-heuristic Algorithms in Python - Звёзд: 816
https://pypi.org/project/pyswarm - Звёзд: 309
https://pypi.org/project/psopy - Звёзд: 35
https://pypi.org/project/crfmnes - CR-FM-NES for numerical optimization in Python - 16 stars
https://pypi.org/project/reflame - REvolutionizing Functional Link Artificial neural networks by MEtaheuristic algorithms - Звёзд: 6
https://github.com/vsartor/mendel-opt - implementation of a Genetic Algorithm, which is a heuristic optimization algorithm - 2 stars
https://pypi.org/project/dxnesici - Natural Evolution Strategy (NES) for Mixed-Integer Black-Box Optimization (MI-BBO) - Звёзд: 1

-- Differential Evolution
https://pypi.org/project/aeecde - Adaptive Differential Evolution - Звёзд: 0
https://pypi.org/project/delo - Differential Evolution with Elo-based adaptation - Звёзд: 0

-- not github https://pypi.org/project/ba-lorre - Bees Algorithm based Local Optima Region Radius Extimator https://pypi.org/project/evoalgos - Modular evolutionary algorithms
https://pypi.org/project/bees-algorithm

✂️ Quality-Diversity

https://quality-diversity.github.io - Quality-Diversity optimization (or illumination) is a new type of evolutionary algorithm that aims at generating large collections of diverse solutions that are all high-performing
https://quality-diversity.github.io/papers
https://members.loria.fr/JBMouret/qd.html
https://pypi.org/project/ribs - quality diversity optimization - type of evolutionary algorithm that aims at generating large collections of diverse solutions - Звёзд: 205
--- not in github
https://pypi.org/project/qdpy - Quality-Diversity algorithms

🌷 Derivative-free (D_F) optimization

💜 https://github.com/topics/derivative-free
https://pypi.org/project/gradient-free-optimizers - https://github.com/SimonBlanke/Gradient-Free-Optimizers - Simple and reliable optimization with local, global, population-based and sequential techniques in numerical discrete search spaces - Звёзд: 1130
{ https://pypi.org/project/search-data-collector - utility function for the Gradient-Free-Optimizers- and Hyperactive-package - Звёзд: 1

https://github.com/SimonBlanke/Gradient-Free-Optimizers https://github.com/eyounx/ZOOpt - 394 stars
https://pypi.org/project/rbfopt/ - black-box (derivative-free) optimization - Звёзд: 189
https://pypi.org/project/fcmaes - Звёзд: 107
https://pypi.org/project/Py-BOBYQA - derivative-free solver for (bound constrained) general objective minimization - Звёзд: 73
https://github.com/polixir/ZOOpt - 65 stars
https://pypi.org/project/mafese - Feature Selection using Metaheuristics Made Easy: Open Source MAFESE Library in Python - Звёзд: 55
https://pypi.org/project/DFO-LS - derivative-free solver for (bound constrained) nonlinear least-squares minimization - Звёзд: 38
https://pypi.org/project/ttopt - Звёзд: 28
https://github.com/strongio/evolutionary-optimization - 26 stars
https://github.com/NiMlr/High-Dim-ES-RL - 25 stars
https://pypi.org/project/protes - (PRobabilistic Optimizer with TEnsor Sampling) for derivative-free optimization of the multidimensional arrays and discretized multivariate functions - Звёзд: 23
https://pypi.org/project/dfbgn - Звёзд: 7
https://pypi.org/project/graforvfl - Gradient-Free Optimization Framework for Boosting Random Vector Functional Link Network - Звёзд: 5
https://pypi.org/project/cuatro - quadratic model-based derivative-free optimization solver, CUATRO (short for Convex qUAdratic Trust-Region Optimizer) - Звёзд: 3
https://pypi.org/project/directsearch - A derivative-free solver for unconstrained minimization - Звёзд: 2 https://pypi.org/project/moptipy - metaheuristic optimization - Звёзд: 19
https://pypi.org/project/moptipyapps - Applications of Metaheuristic Optimization in Python - Звёзд: 2
https://pypi.org/project/gradient-free-objective-functions - A collection and visualization of black-box objective functions - 1 star
https://pypi.org/project/search-data-collector/ - Звёзд: 1
https://github.com/mjhough/dfo_alg - 0 stars https://pypi.org/project/deforce/ - Derivative-Free Algorithms for Optimizing Cascade Forward Neural Networks - Звёзд: 0

--- not in github
https://pypi.org/project/SQImFil - https://qat4chem.lbl.gov/software
https://pypi.org/project/SQSnobFit/ - https://qat4chem.lbl.gov/software https://pypi.org/project/dfoalgos

⬇️ Global minimum / Global optimisation (G_O)

https://pypi.org/project/cma/ - Covariance Matrix Adaptation Evolution Strategy for non-linear numerical optimization in Python - Звёзд: 1046
https://pypi.org/project/ncpol2sdpa - global polynomial optimization - 48 stars
https://pypi.org/project/tgo - Finds the global minimum
https://pypi.org/project/organisms
https://pypi.org/project/shgo/ https://pypi.org/project/pyhms - The HMS (Hierarchic Memetic Strategy) is a composite global optimization strategy - 4 stars
https://pypi.org/project/gofit - GOFit: Global Optimization for Fitting problems - Звёзд: 1
https://pypi.org/project/vpso - Myopic and Non-Myopic Global Optimization - Звёзд: 1
https://pypi.org/project/josiann - Simulated Annealing for noisy cost function - Звёзд: 1
https://pypi.org/project/porgo - portable universal library in global optimization - Звёзд: 1

💢 Dynamic programming

https://pypi.org/project/dynprogstorage https://github.com/robingirard/dynprogstorage - Dynamic programming optimisation tool

♏ Cellular Automata / finite state machines

https://pypi.org/project/GameOfLife (GOL)
https://pypi.org/project/pyseagull - GOL
https://pypi.org/project/finite-state-machines - manipulating finite state machines
https://pypi.org/project/python-lifelib

🎲 Monte Carlo simulation / ⛓️ M_Markov Chains

https://pypi.org/project/kratosmultilevelmontecarloapplication - MultilevelMonteCarloApplication provides different algorithms

https://pypi.org/project/pymdptoolbox-roi/ - Markov Decision Process (MDP) Toolbox - Звёзд: 518
https://pypi.org/project/particles - Sequential Monte Carlo - Звёзд: 383
https://pypi.org/project/pyemma - Emma's Markov Model Algorithms - Звёзд: 305
https://pypi.org/project/cellrank/ - study cellular dynamics based on Markov state modeling of multi-view single-cell data - Звёзд: 324
https://pypi.org/project/zeus-mcmc/ - zeus: Lightning Fast MCMC - Звёзд: 219
https://pypi.org/project/paramonte - Звёзд: 249
https://pypi.org/project/mchmm - Markov chains and Hidden Markov models - Звёзд: 121
https://github.com/eigenfoo/littlemcmc - 51 stars
https://pypi.org/project/discreteMarkovChain - Звёзд: 45 https://pypi.org/project/percolate - 24 stars
https://pypi.org/project/entropy-pooling - Entropy Pooling is a powerful method for implementing subjective views and performing stress-tests for fully general Monte Carlo distributions - Звёзд: 21
https://pypi.org/project/mc-tk - Monte-Carlo toolkit for educational purposes - Звёзд: 3
https://pypi.org/project/bmcc - Звёзд: 2
https://pypi.org/project/covvvr - Monte Carlo integration - Звёзд: 1
https://pypi.org/project/control-vegas - Adaptive multidimensional Monte Carlo integration - https://github.com/crumpstrr33/covvvr - https://github.com/gplepage/vegas - 1 star
https://pypi.org/project/hidden-py - discrete-output hidden Markov models - Звёзд: 1

🌊 Flows

🌋 https://numfocus.org/project/cantera - Chemical kinetics, thermodynamics, and transport tool suite - https://github.com/Cantera/cantera - 583 stars
https://pypi.org/project/CubeFlow https://pypi.org/project/Hydrograph-py - hydrological Python package

💰 Quantitative Finance (QF, Q_F)

💜 https://github.com/topics/quant?l=python - 250 public repo Python
💜 https://github.com/topics/backtesting-trading-strategies?l=python - 94 public repo Python
💜 https://github.com/topics/algo-trading?l=python - 80 public repo Python
💜 https://github.com/topics/backtest?l=python - 64 public repo Python
💜 https://github.com/topics/system-trading?l=python - 14 public repo Python

🅾️ ORG

🌋 https://numfocus.org/project/quantecon - computational tools for economists - https://github.com/QuantEcon/QuantEcon.py - 1897 stars
⚡ https://github.com/OpenSourceEconomics - https://github.com/quantmind
https://github.com/quantmind/awesome-open-finance - 118 stars
https://econ-ark.org - world of economic modeling

https://pypi.org/project/TA-Lib/ - Python wrapper for TA-Lib - Звёзд: 9253
https://pypi.org/project/pyfolio-qa - library for performance - Звёзд: 5522
https://pypi.org/project/QuantStats/ - Portfolio analytics for quants - Звёзд: 4480
https://pypi.org/project/Riskfolio-Lib - Portfolio Optimization and Quantitative Strategic Asset Allocation - 2843
https://github.com/fasiondog/hikyuu - Hikyuu Quant Framework - 2.1k stars
https://pypi.org/project/skfolio - Portfolio optimization built on top of scikit-learn - Звёзд: 1000
https://pypi.org/project/econ-ark - modeling of economic choices of optimizing and non-optimizing heterogeneous agents - Звёзд: 320
https://pypi.org/project/okama - Investment portfolio analyzing & optimization tools - Звёзд: 191
https://pypi.org/project/fortitudo-tech/- Entropy Pooling views and stress-testing combined with Conditional Value-at-Risk (CVaR) portfolio optimization in Python - Звёзд: 182
https://github.com/jialuechen/deepfolio - Portfolio Optimization Library - 59 stars
https://pypi.org/project/empyrical-reloaded - empyrical computes performance and risk statistics commonly used in quantitative finance - Звёзд: 43
https://pypi.org/project/quantfinlib - Fundamental package for quantitative finance with Python - Звёзд: 0

https://pypi.org/project/dynts (2011)
https://github.com/quantopian/pyfolio
https://pypi.org/project/appelpy/ https://github.com/quantopian/empyrical - financial risk metrics
https://pypi.org/project/beacon-trellis
https://pypi.org/project/trapeza - financial transactions and trading
https://pypi.org/project/pqr - backtesting factor strategies
https://pypi.org/project/fast-trade/

Energy

https://pypi.org/project/aristop - optimization of energy systems

⏲️ Signal Processing / Time Series (T_S)/ Filtering

🌋 https://stumpy.readthedocs.io - time series analysis - https://github.com/TDAmeritrade/stumpy - https://pypi.org/project/stumpy - Звёзд: 3086
🌋 https://www.aeon-toolkit.org/en/stable - for time series tasks such as classification, clustering, segmentation and anomaly detection - https://github.com/aeon-toolkit/aeon - https://pypi.org/project/aeon/ - 905 stars

https://github.com/facebook/prophet - Tool for producing high quality forecasts for time series data that has multiple seasonality with linear or non-linear growth - 18k stars
https://pypi.org/project/filterpywhl/ - Kalman filtering and optimal estimation library - Звёзд: 3218 https://pypi.org/project/salesforce-merlion/ - A Machine Learning Framework for Time Series Intelligence - Звёзд: 3306
https://pypi.org/project/ruptures - Change point detection for signals in Python - Звёзд: 1539

https://pypi.org/project/emd - Empirical Mode Decomposition - https://github.com/laszukdawid/PyEMD - 841 stars
https://pypi.org/project/EMD-signal/ - Implementation of the Empirical Mode Decomposition (EMD) and its variations - 841 stars

https://pypi.org/project/temporian - Звёзд: 645
https://pypi.org/project/PyGSP - Graph Signal Processing - Звёзд: 472
https://pypi.org/project/spotpy/ - Statistical Parameter Optimization Tool - Звёзд: 245
https://github.com/salesforce/DeepTime - PyTorch code for Learning Deep Time-index Models for Time Series Forecasting - 350 stars ???

https://github.com/deeptime-ml/deeptime - analysis of time series data including dimensionality reduction, clustering, and Markov model estimation - 727 stars
https://pypi.org/project/kshape - univariate and multivariate time-series clustering - https://github.com/TheDatumOrg/kshape-python - Звёзд: 320
https://pypi.org/project/antropy/ - entropy and complexity of (EEG) time-series - 277 stars
https://pypi.org/project/pyextremes - Extreme Value Analysis (EVA) https://en.wikipedia.org/wiki/Extreme_value_theory - Звёзд: 233 https://pypi.org/project/xskillscore - Metrics for verifying forecasts - Звёзд: 217

https://pypi.org/project/tsam - Time series aggregation module (tsam) to create typical periods - Звёзд: 142
https://pypi.org/project/ts2vg/ - visibility graphs from time series data - Звёзд: 77
https://pypi.org/project/enlopy - generate, process, analyze, and plot energy related timeseries - Звёзд: 44 https://pypi.org/project/ennemi - Non-linear correlation detection with mutual information - Звёзд: 35
https://pypi.org/project/somata - State-space Oscillator Modeling And Time-series Analysis - Звёзд: 21
https://pypi.org/project/yaflpy - Kalman filter variants - Звёзд: 20
https://pypi.org/project/sampen/ - calculate an estimation of the Sample Entropy of a time series - Звёзд: 10
https://pypi.org/project/tsb-kit - Time Series Anomaly Detection toolkit - Звёзд: 5

https://pypi.org/project/NODEFit - Fit time-series data with a Neural Differential Equation - Звёзд: 4
https://pypi.org/project/hints-kmcs - calculating pairwise and higher-order interactions of N-dimensional state variables from measured time series - Звёзд: 4
https://pypi.org/project/foxplot - Plot time-series data from line-delimited JSON - Звёзд: 3
https://pypi.org/project/dspeed - Fast Digital Signal Processing - Звёзд: 2
https://pypi.org/project/dyca - A method to decompose multivariate signals - Звёзд: 0

https://pypi.org/project/filterpy - Kalman filters and other optimal and non-optimal estimation filters
https://pypi.org/project/average - Moving averaging schemes (exponentially weighted, polynomial-decay)
https://pypi.org/project/slants - Sequential Learning Algorithm for Nonlinear Time Series (SLANTS)
https://pypi.org/project/anko/ - anomaly detection algorithm on 1D time series
https://github.com/tcassou/causal_impact - Causal inference using Bayesian structural time-series models
https://pypi.org/project/sigmet - find and measure negative price shocks in financial time-series data
https://pypi.org/project/stsb2 - structural time series grammar and models
https://pypi.org/project/uniqed - anomaly detection method
https://github.com/jarrahl/tp-analyzer - analyze time series data through a selected subset of turning points
https://pypi.org/project/tffpy - Time frequency fading using Gabor multipliers
https://pypi.org/project/pecuzal-embedding - PECUZAL automatic embedding of uni- and multivariate time series
https://pypi.org/project/csaps - Cubic spline approximation (smoothing)
https://pypi.org/project/alexandria-python - Bayesian time-series econometrics applications
https://pypi.org/project/rego - Automatic Time Series Forecasting and Missing Value Imputation - Звёзд: 18
https://pypi.org/project/ltv-mpc - Linear time-variant model predictive control in Python. quadratic program (QP). This includes linear time-invariant (LTI) and time-variant (LTV) systems with linear constraints - 28 stars

https://pypi.org/project/kaftools/ - Kernel Adaptive Filtering (KAF) methods - Звёзд: 1

https://pypi.org/project/pypfilt - A bootstrap particle filter that can be used for recursive Bayesian estimation and forecasting

https://pypi.org/project/chainfix - data types for signal processing and blockchain applications
https://pypi.org/project/timexseries-clustering/ - time-series-clustering
https://pypi.org/project/nsgt - Non-Stationary Gabor Transform (NSGT) https://grrrr.org/research/software/nsgt/ https://en.wikipedia.org/wiki/Gabor_transform

https://pypi.org/project/pydaddy - analyse stochastic time series data https://pypi.org/project/bm4d - BM4D denoising
https://pypi.org/project/derrom - to perform computationally efficient regression on high-dimensional time-series data - Звёзд: 6
https://pypi.org/project/spatiotemporal - spatial and temporal autocorrelation - Звёзд: 18

✳️ Maps / Images / Tomography / Topology / Meshs

🐠 Images

🌋 https://numfocus.org/project/scikit-image - scientific image analysis - https://pypi.org/project/scikit-image/ - https://github.com/scikit-image/scikit-image - 6k stars
🌋 https://numfocus.org/project/itk - image analysis - https://pypi.org/project/itk - Звёзд: 1374

https://pypi.org/search/?q=SIFT

https://pypi.org/project/ipol - https://git.sr.ht/~coco/clipol https://github.com/danielgatis/rembg - remove images background - 15.4k stars
https://github.com/lightly-ai/lightly - self-supervised learning on images - 2.8k stars
https://github.com/PaddlePaddle/Paddle3D - 3D computer vision development toolkit - 551 stars
https://github.com/je-c/pixel_reshaper - A package to structure and convert image datasets from .csv to .png representation for classification
https://pypi.org/project/nvector/ - Solves all kinds of geographical position calculations
https://pypi.org/project/gpssi - Sampling image segmentations with Gaussian process
https://pypi.org/project/dicpp - Digital Image Correlation (DIC) Post Processing
https://pypi.org/project/traja - trajectory analysis and visualization tool
https://pypi.org/project/pyspod - Python Spectral Proper Orthogonal Decomposition - Звёзд: 96 - SPOD can be applied to wide-sense stationary data. Examples of these arise in different fields, including fluidmechanics, and weather and climate
https://pypi.org/project/gratopy - tomographic projections, Radon transforms
https://pypi.org/project/bm3d-streak-removal - filtering of correlated noise in sinogram domain (Radon transforms) https://pypi.org/project/pftracker - Face tracking based on particle filter

https://pypi.org/project/pycontour - 2D Contour Processing
https://pypi.org/project/flatpy - samplings in arbitrary dimensions / Analysis and Testing in Python - A collection of scalar functions
https://pypi.org/project/pywoc - 2-D comparison
https://pypi.org/project/fast-barnes-py - fast Barnes interpolation to remodel data values recorded at irregularly distributed points into a representative analytical field - Звёзд: 28
https://pypi.org/project/paddleseg - image segmentation
https://pypi.org/project/polygone-nms/ - polygon Non-Maximum Suppression (NMS) (computer vision method)
https://pypi.org/project/spatiotemporal - spatial and temporal autocorrelation - Звёзд: 18
https://pypi.org/project/seepeeyou - utilities for image processing - Звёзд: 114
https://pypi.org/project/imscript - Image Processing with Unix Pipes - Звёзд: 114
https://pypi.org/project/simages - Find similar images in a dataset - Звёзд: 22
https://pypi.org/project/PyDesigner-DWI - preprocessing pipeline to bring pre- and post- processing to every MRI imaging scientist - 20 stars
https://pypi.org/project/removebg-infusiblecoder - Remove image background - Звёзд: 1
https://pypi.org/project/curve-apps - Auto-detection of trends and edges in geoscientific data - Find edges on 2D grids or vertices - Звёзд: 0

https://pypi.org/project/vector-forge - https://www.vector-forge.com - https://github.com/s-emanuilov/vector_forge - convert individual images into feature vectors by specifying your desired model - 0 stars

💦 Fractal generation

https://pypi.org/project/fractalshades - Fractal deep-zoom explorer package for Mandelbrot fractal - 27 stars
https://pypi.org/project/Aptus - Aptus: A Mandelbrot set explorer and renderer - 20 stars
https://pypi.org/project/pymandel - Fractal generation GUI application - Звёзд: 15
https://pypi.org/project/HofstadterTools - analyzing the Hofstadter model - Звёзд: 14

💮 M_Meshs (Maps) / 2D / 3D

💜 https://github.com/topics/mesh - 1,171 public repo
💜 https://github.com/topics/mesh?l=python - 253 public repo
💜 https://github.com/topics/mesh-processing?l=python - 37 public repo
💜 https://github.com/topics/meshviewer - 26 public repo
💜 https://github.com/topics/triangular-meshes - 5 public repo

https://github.com/search?q=topic%3Amesh+org%3Ameshpro+fork%3Atrue&type=repositories

https://webpages.tuni.fi/foi
https://github.com/meshpro - Mesh tools for professionals
https://pypi.org/project/distance3d/ https://s3dlib.org/

https://pypi.org/project/vedo/ - scientific analysis and visualization of 3D objects and point clouds - Звёзд: 1985
https://pypi.org/project/meshplex - Compute all sorts of interesting points, areas, and volumes in simplex (triangle, tetrahedral, n-simplex) meshes of any dimension - Звёзд: 104
https://pypi.org/project/discretisedfield/ - Analysis and visualisation of finite-difference fields - Звёзд: 17
https://pypi.org/project/pymedit
https://pypi.org/project/pyformex - create, transform, manipulate and render 3D geometry
https://pypi.org/project/anisofilter - Anisotropic filter for 3D point clouds
https://pypi.org/project/seismicmesh/ - 2D/3D serial and parallel triangular mesh generation for seismology
https://pypi.org/project/ashx/ https://pypi.org/project/geolia - Geometry and mesh tools

https://pypi.org/project/PyKrige - Kriging Toolkit for Python - Звёзд: 740
https://pypi.org/project/pygalmesh - Create high-quality meshes - 560 stars
https://pypi.org/project/meshzoo - Collection of explicitly constructed meshes - 315 stars

https://pypi.org/project/dmsh - High-quality 2D mesh generator based on distmesh - Звёзд: 210
(Simpeg) https://pypi.org/project/discretize - Discretization tools for finite volume and inverse problems - Звёзд: 163
https://pypi.org/project/pyhull - for the computation of the convex hull, Delaunay triangulation and Voronoi diagram - Звёзд: 99 https://pypi.org/project/fenics-ufl-legacy - Unified Form Language (UFL) is a domain specific language for declaration of finite element discretizations of variational forms - Звёзд: 95
https://pypi.org/project/contourpy - calculating contours of 2D quadrilateral grids - Звёзд: 66
https://pypi.org/project/pyfvm - Finite volume discretizations - Звёзд: 61
https://pypi.org/project/cashocs - Computational Adjoint-Based Shape Optimization and Optimal Control Software - Звёзд: 50

https://pypi.org/project/tess - A 3D cell-based Voronoi library - https://github.com/wackywendell/tess/ - 35 stars https://pypi.org/project/pygamer - Geometry-preserving Adaptive Mesher - Звёзд: 31
https://pypi.org/project/pyvoronoi - Cython wrapper for the Boost Voronoi library - Звёзд: 26
https://pypi.org/project/miniball - smallest bounding ball of a point set, in arbitrary number of dimensions - Звёзд: 24
https://pypi.org/project/meshkernel - to manipulate meshes - Звёзд: 22 https://pypi.org/project/VTUinterface - for easy accessing VTU/PVD files as outputed by Finite Element software like OpenGeoSys - Звёзд: 15 https://pypi.org/project/discretisedfield - analysis and visualisation of finite-difference fields - Звёзд: 17
https://pypi.org/project/s3dlib/ - create 3D surface and line objects (rendered in Matplotlib) - Звёзд: 17
https://pypi.org/project/pyvoro-mmalahe - 2D and 3D Voronoi tessellations - Звёзд: 4
https://pypi.org/project/ndpolator - n-dimensional linear interpolation and extrapolation on sparse grids - Звёзд: 3
https://pypi.org/project/transrot - calculate translational vector and rotational matrix between two sets of 3D coordinates - Звёзд: 0

https://pypi.org/project/microstructpy - Microstructure modeling, mesh generation, analysis, and visualization - Звёзд: 68
-- not in github
https://pypi.org/project/mesh-generator - Python subroutines to create a 1D mesh in Python

🎨 Particle simulation

https://github.com/simon-r/PyParticles https://pypi.org/project/cromosim/

I_Images (Background remover/ Facial recognition)

https://pypi.org/project/rembg-aws-lambda - Звёзд: 24
https://pypi.org/project/iremover/
https://pypi.org/project/fer - Facial expression recognition from images - Звёзд: 326

🎀 T_Topology

⚡⚡⚡ GitHub
💜 **https://github.com/topics/topology**?l=python
https://github.com/giotto-ai/giotto-tda - 828 stars
https://github.com/scikit-tda/scikit-tda - 504 stars
https://github.com/williamhunter/topy - Topology Optimization using Python - 464 stars
https://github.com/pysal/spaghetti - SPAtial GrapHs: nETworks, Topology, & Inference - 259 stars
https://github.com/stephenhky/PyTDA - Topological Data Analysis - 170 stars

https://pypi.org/project/kmapper - Mapper algorithm for Topological Data Analysis https://kepler-mapper.scikit-tda.org/en/latest/ - https://github.com/scikit-tda/kepler-mapper - 623 stars
https://ya.ru/search/?text=use+of+topological+methods+in+geology+and+geophysics

https://pypi.org/project/scikit-tda/ - Topological Data Analysis for humans - Звёзд: 504
https://docs.scikit-tda.org/en/latest/ - Topological Data Analysis Python libraries intended for non-topologists

https://github.com/cwant/tessagon - Tessellate your favorite 2D manifolds with triangles, hexagons, and other interesting patterns - 211 stars
https://github.com/scikit-tda/persim - Persistence Diagrams - Topological Data Analysis - 121 stars https://pypi.org/project/tadasets - Great data sets for Topological Data Analysis - Звёзд: 121
https://pypi.org/project/mogutda - Topological Data Analysis - Звёзд: 113
https://pypi.org/project/topopy - computing topological data structures - Звёзд: 20
https://pypi.org/project/regina - Regina-Normal - https://regina-normal.github.io - Звёзд: 0

https://regina-normal.github.io/ - tool for studying low-dimensional topology
https://snappy.computop.org - studying the topology and geometry of 3-manifolds, with a focus on hyperbolic structures

🎹 ⚡⚡⚡⚡ Finite Element Method (FEM)

💜 https://github.com/topics/finite-elements 🌋 https://mfem.org - library for finite element methods - https://pypi.org/project/mfem - https://github.com/mfem/PyMFEM - 198 stars
🌋 https://numfocus.org/project/fenics-project - automated finite element library used to solve equations used in modeling, featuring a domain-specific language and automated code generation
🌋 https://github.com/orgs/FEniCS/repositories?q=lang%3Apython+sort%3Astars

https://github.com/piScope/ - workbench for data analysis and modeling - { https://github.com/piScope/piScope - https://pypi.org/project/piscope - Звёзд: 22 { https://github.com/piScope/PetraM_Base { https://github.com/piScope/PetraM_RF

https://github.com/polyfem/

https://github.com/polyfem/polyfem - 445 stars
https://pypi.org/project/nutils/ - Numerical Utilities for Finite Element Analysis - https://github.com/evalf/nutils - 87 stars
https://pypi.org/project/pyfreefem/ - https://github.com/odevauchelle/pyFreeFem - interfacing Python and FreeFEM - https://freefem.org - 17 stars
https://pypi.org/project/pyoomph - multi-physics finite element framework based on oomph-lib and GiNaC - Звёзд: 1

⚡⚡ P_Physics ⚡⚡

🌋 https://pyiron.org - integrated development environment (IDE) for computational materials science - https://github.com/pyiron/pyiron - 348 stars
🌋 https://github.com/Xiangyu-Hu/SPHinXsys - engineering simulation and optimization. It aims at complex systems driven by fluid, structure, multi-body dynamics and beyond - 283 stars

https://pypi.org/project/thermosteam - standalone thermodynamic engine capable of estimating mixture properties, solving thermodynamic phase equilibria, and modeling stoichiometric reactions - Звёзд: 57
https://github.com/KratosMultiphysics - a framework for building parallel multi-disciplinary simulation software

🔴🔵 Magn

https://pypi.org/project/pygasflow - Ideal Gasdynamics utilities - Звёзд: 22
https://ubermag.github.io - Micromagnetic simulations (---beg---)
https://pypi.org/user/fangohr/
https://pypi.org/project/ubermag - Meta package for Ubermag project - Звёзд: 37
https://pypi.org/project/ubermagutil - Utility package used across Ubermag - Звёзд: 5

https://pypi.org/project/ubermagtable - manipulating tabular data
https://pypi.org/project/mag2exp - Simulate experimental measurements for magnetic materials
https://pypi.org/project/oommfc/ - Object Oriented MicroMagnetic Framework (OOMMF) calculator - Звёзд: 47

https://pypi.org/project/micromagneticdata - Python tools for the analysis of computational magnetism data - Звёзд: 3
https://pypi.org/project/micromagneticmodel - omain-specific language for computational magnetism - Звёзд: 10
https://pypi.org/project/micromagnetictests - Testing package for computational magnetism tools - Звёзд: 1
(---end---)

https://pypi.org/project/riid - Machine learning-based models and utilities for radioisotope identification - Звёзд: 15
https://pypi.org/project/refidx - Refractive index database

https://pypi.org/project/epicycler - Compute and draw epicycler in Python - Звёзд: 15

1️⃣ Units

https://pypi.org/project/unitcalc - Звёзд: 1 https://pypi.org/project/measured - working with measurements and quantities - Звёзд: 10 https://pypi.org/project/ounce - manipulating units of measure - Звёзд: 1
https://pypi.org/project/kanonpy - History of astronomy library
https://pypi.org/project/Unum - Units in Python
https://pypi.org/project/measurement/ https://pypi.org/project/totemp - Temperature Converter
https://pypi.org/project/unitclass - Physical unit class suitable for calculations in the sciences

🌏🌏🌏 G_GeoPhysics / Geology / Geodezy-Spatial / Mining

🌋 https://numfocus.org/project/pangeo - https://pangeo.io - community for big data geoscience - https://github.com/pangeo-data
🌋 https://numfocus.org/project/gdal - https://pypi.org/project/GDAL - Geospatial Data Abstraction Library - Звёзд: 4653
🌋 https://numfocus.org/project/geopandas - https://pypi.org/project/geopandas - working with geospatial data in Python easier - Звёзд: 4351
🌋 https://pysal.org - geospatial data science - https://github.com/pysal/pysal - 1.3k stars
🌋 https://pydmd.github.io/PyDMD - Dynamic Mode Decomposition (DMD), a data-driven method used for analyzing and extracting spatiotemporal coherent structures from time-varying datasets - https://pypi.org/project/pydmd - Звёзд: 829

🌋 https://micro-manager.org - control and automation of microscope hardware - https://github.com/micro-manager/micro-manager

https://pypi.org/project/adao - Data Assimilation and Optimization - http://www.salome-platform.org
https://github.com/GeoStat-Framework/GSTool - 530 stars
https://pypi.org/project/gstools/ - geostatistical toolbox - Звёзд: 532
https://pypi.org/project/pyshtools - spherical harmonic transforms, multitaper spectral analyses, expansions of gridded data into Slepian basis functions, standard operations on global gravitational and magnetic field data - Звёзд: 357
https://pypi.org/project/geoh5py/ - API for geoh5, an open file format for geoscientific data - Звёзд: 49
https://pypi.org/project/gstools-core - A Rust implementation of the core algorithms of GSTools - Звёзд: 10
https://pypi.org/project/frouros - drift detection in machine learning systems - Звёзд: 172

https://pypi.org/project/cf-python - CF-compliant (Climate and Forecast) earth science data analysis library - https://github.com/NCAS-CMS/cf-python - 112 stars
https://github.com/gwastro - Gravitational-wave Astronomy
https://pypi.org/project/geoapps - development and sharing of open-source applications in geoscience - Звёзд: 55

↙️https://pypi.org/project/petbox-dca/ - Decline Curve Library↘️ for oil wells ! - Звёзд: 47
https://pypi.org/project/ogs6py - python-API for the OpenGeoSys finite element sofware - Звёзд: 15
https://pypi.org/project/GlabTop2-py - Glacier bed Topography model - Звёзд: 12 https://pypi.org/project/phyddle/ - deep learning for phylogenetic models - Звёзд: 3
https://pypi.org/project/segmentae - Anomaly Detection Optimization - Звёзд: 3
https://pypi.org/project/plate-simulation -

🔴 https://pypi.org/project/simpeg https://pypi.org/project/simpeg-archive https://pypi.org/project/Mira-SimPEG - Звёзд: 489
🔴 https://pypi.org/project/pygmi - Звёзд: 65 🔴 https://geostat-framework.org/ - geo-statistical model with Python s

https://github.com/GeoStat-Framework/GSTools - A geostatistical toolbox: random fields, variogram estimation, covariance models, kriging and much more - 529 stars
https://www.opengeosys.org - numerical methods for the simulation of thermo-hydro-mechanical-chemical (THMC) processes in porous and fractured media
https://pypi.org/project/ogs5py - a python API for OpenGeoSys5
https://github.com/GeoStat-Framework/AnaFlow - analytical and semi-analytical solutions for the groundwater-flow equation
https://github.com/GeoStat-Framework/welltestpy - to handle, process, plot and analyse data from well based field campaigns

🔴 https://github.com/MiraGeoscience - https://www.mirageoscience.com https://github.com/MiraGeoscience/geoapp - applications using solutions from Mira Geoscience - 55 stars

https://pypi.org/project/pyproj - interface to PROJ (cartographic projections and coordinate transformations library) - Звёзд: 1013
https://pypi.org/project/pyshtools - Spherical Harmonic Tools - operations on global gravitational and magnetic field data - Звёзд: 356

https://pypi.org/project/valeriepieris/ - smallest circles containing at least a fraction f of the data

https://pypi.org/project/fast-poisson-solver/ - solver for the Poisson equation - электростатическое поле, гравитационное поле, стационарное поле температуры, поле давления, поле потенциала скорости в гидродинамике.- Звёзд: 12
https://pypi.org/project/multipoles/ - multipole expansions of electrostatic or gravitational potentials - Звёзд: 37
https://pypi.org/project/geoana - collection of (mostly) analytic functions in geophysics - Звёзд: 20

https://pypi.org/project/hurst-exponent -

https://pypi.org/project/CasingSimulations - Casing Simulations: Electromagnetics + Steel Cased Wells
https://pypi.org/project/dcf - generating discounted cashflows https://pypi.org/project/ogs6py - python-API for the OpenGeoSys finite element sofware
https://pypi.org/project/geoscilabs - to power the notebooks and interactive examples for https://em.geosci.xyz and https://gpg.geosci.xyz - Звёзд: 48
https://pypi.org/project/peak-finder-app - detection and grouping of time-domain electromagnetic (TEM) anomalies measured along flight lines - Звёзд: 0
https://pypi.org/project/curvesimilarities/ - Curve similarity measures - Звёзд: 0

https://github.com/geoscixyz/geosci-labs
https://github.com/QSD-Group - Tools for quantitative sustainable design (QSD) to guide the research, development, and deployment of technologies and inform decision-making
--- not in github
https://pypi.org/project/lightmorphic - Lightmorphic signatures analysis toolkit - Spatiotemporal lightmorphic computing

📐 Geodezy-Spatial / Maps & Charts

https://github.com/pysal - Python Spatial Analysis Library https://github.com/pysal/pysal - 1.3k stars
https://pypi.org/project/haversine/ - Calculate the distance between 2 points on Earth - Звёзд: 313
https://github.com/erdogant/findpeaks - detection of peaks and valleys in a 1d-vector or 2d-array (image) - 216 stars
https://github.com/mattijn/topojson - Encode spatial data as topology - 175 stars
https://pypi.org/project/beetroots - BayEsian infErence with spaTial Regularization of nOisy multi-line ObservaTion mapS - Звёзд: 5

♥️ https://pypi.org/project/peakoscope/ - Data analysis of peak and valley regions - Звёзд: 2
https://pypi.org/project/anomalytics - statistical methods for the purpose of detecting any sort of anomaly - Звёзд: 4
https://pypi.org/project/tetrachotomy - Hunting poles and zeros in the complex plane - Звёзд: 1 - Поиск аномалий

https://github.com/lanl/scico - solving the inverse problems that arise in scientific imaging applications - 89 stars
https://pypi.org/project/structure-tensor - Fast and simple to use 2D and 3D structure tensor - Звёзд: 46 - Градиенты
https://pypi.org/project/mantel - Mantel test, a significance test of the correlation between two distance matrices - Звёзд: 31

🔱 Hydro(logical) // Flow (incl. electric) models

https://mhm-ufz.org/ https://pypi.org/project/basinex https://pypi.org/project/rtc-tools-hydraulic-structures - Hydraulic structures models for RTC-Tools 2.

https://github.com/MATPOWER/matpower - state power flow simulation and optimization for MATLAB and Octave - 402 stars https://pypi.org/project/matpower - Package for Easy Access to MATPOWER Power System Simulation Package - Звёзд: 20

♒ Waves

https://pypi.org/project/wafo (2006)
https://pypi.org/project/pyoptica - Tools to apply light propagation algorithms

📏 Geometry 🌑 (G_Geom_)

🌋 https://geomstats.github.io - computations, statistics, and machine learning on nonlinear manifolds - https://github.com/geomstats/geomstats - Звёзд: 1173
https://github.com/CGAL - geometric algorithms
https://pypi.org/project/solidpython/ - interface to the OpenSCAD declarative geometry language - Звёзд: 1096
https://pypi.org/project/pytransform3d - 3D transformations - Звёзд: 599
https://github.com/CGAL/cgal-swig-bindings - CGAL bindings using SWIG - 338 stars
https://pypi.org/project/bezier - Helper for Bézier Curves, Triangles, and Higher Order Objects - Звёзд: 255
https://pypi.org/project/centerline - Calculate the centerline of a polygon - Звёзд: 253

https://pypi.org/project/solidpython2 - interface to the OpenSCAD declarative geometry language - Звёзд: 119
https://pypi.org/project/Geometry3D - 3D Geometry Lib - Звёзд: 85 https://pypi.org/project/pypoman - polyhedral geometry - Звёзд: 62
https://pypi.org/project/distance3d/ - Distance computation and collision detection in 3D - Звёзд: 50

https://pypi.org/project/polliwog - 2D and 3D computational geometry library - Звёзд: 27
https://pypi.org/project/archaea - base geometric library - Звёзд: 6 https://pypi.org/project/vectometry - library for simple use of common point and vector operations in 3-dimensional space as well as for 2-dimensions - Звёзд: 5 https://pypi.org/project/npeuclid - Fast 2D and 3D vector geometry module - Звёзд: 2 https://pypi.org/project/twod - Two-Dimensional Geometry Library - Звёзд: 2
https://pypi.org/project/right-triangle - calculations with right-angled triangles - Звёзд: 0 https://pypi.org/project/vus/ - Volume Under the Surface - Звёзд: 0

https://github.com/dengwirda/inpoly-python - returns the "inside/outside" status for a set of vertices VERT and a general polygon (PSLG) embedded in the two-dimensional plane
https://pypi.org/project/BDSpace - to simplify positioning, movement, and trajectory calculation for many different technical problems
https://pypi.org/project/angle-headings - calculations with angles
https://pypi.org/project/trjtrypy - Distance between trajectories
https://pypi.org/project/vg/ - vector-geometry and linear-algebra toolbelt
https://pypi.org/project/Geom8ry - computational geometry Geom8ry can handle various 2D - geometrical constructs like Points, Lines, Line Segments,
Polygons, Circles, Fourier Transforms, Matrices, Graphs, Triangulations, and Polynomials, etc.
https://pypi.org/project/EventGeometry - computing the Energy Mover's Distance and related geometric quantities
https://pypi.org/project/beizer-curves - or generating beizer curves

https://pypi.org/project/PyAbel - forward and inverse Abel transforms - Звёзд: 91
https://pypi.org/project/svgpathtools - manipulating and analyzing SVG Path objects and Bezier curves - Звёзд: 530
https://pypi.org/project/RobustGaussianFittingLibrary - robust Gaussian fitting of geometric models in presence of outliers (выбросов) - Звёзд: 5
https://pypi.org/project/pyclipper - Angus Johnson's Clipper library - https://github.com/AngusJohnson/Clipper2 - Polygon Clipping and Offsetting
https://pypi.org/project/geomstats - Geometric statistics on manifolds - Звёзд: 1171
https://pypi.org/project/polygon-contains-point - checking if a polygon contains a given point
--- not in github
https://pypi.org/project/Polygon3 - package that handles polygonal shapes in 2D (2021) https://pypi.org/project/geomi - Planar, solid and higher dimensional geometry (2016)

☸️ Networks / Graphs / Tree (N_Net)

🌋 https://pypi.org/project/networkx - https://numfocus.org/project/networkx - creating and manipulating graphs and networks - Звёзд: 14449
https://pypi.org/project/pygraphviz - Python interface to Graphviz (create, edit, read, write, and draw graphs) - Звёзд: 746
https://pypi.org/project/pyunicorn - Unified complex network and recurrence analysis toolbox - Звёзд: 195
https://pypi.org/project/networkx-viewer - Interactive viewer for networkx graphs - Звёзд: 136

https://github.com/bryangraham/netrics - econometric analysis of networks - 20 stars
https://pypi.org/project/cortix/ - https://github.com/dpploy/cortix - library for network dynamics modeling - 11 stars
https://pypi.org/project/evorbf - Evolving Radial Basis Function Network by Intelligent Nature-inspired Algorithms - Звёзд: 5
https://pypi.org/project/grpphati/ - implementation of the grounded pipeline. The grounded pipeline, introduced in [1], is a method for building stable, topological descriptors of weighted digraphs - Звёзд: 3
https://pypi.org/project/postman_problems
https://pypi.org/project/pynetworks - provides structure for networks of interconnected nodes using the DOT language
https://pypi.org/project/louvain - methods of community detection in large networks
https://pypi.org/project/cynetdiff - Network diffusion processes aim to model the spread of trends through social networks, represented using graphs - Звёзд: 3
https://pypi.org/project/octree-creation-app - Octree creation app - Звёзд: 0

https://pypi.org/project/IdealFlowNetwork
https://pypi.org/project/paper-network - random networks
https://pypi.org/project/pathpy4 - Network Analytics and Graph Learning for Time Series Data on Complex Networks

https://pypi.org/project/bamt-light - data modeling and analysis tool based on Bayesian networks - 116 stars

❇️❇️ G_Graphs

🌋 https://pypi.org/project/igraph - High performance graph data structures and algorithms - Звёзд: 1271

https://pypi.org/project/networkx/ - Python package for creating and manipulating graphs and networks - Звёзд: 14440

https://pypi.org/project/BisPy - computation of the maximum bisimulation of directed graphs
https://www.pathpy.net/0.1.0-dev - next-generation network analytics and graph learning for time series data on graphs
https://pypi.org/project/Gato/ - Graph Animation Toolbox: animating algorithms on graphs
https://pypi.org/project/grapharray - for treating arrays defined on a network, which allows for fast computation and easy visualization
https://pypi.org/project/tulip-python/ - Large graphs analysis and drawing - https://tulip.labri.fr/site/
https://pypi.org/project/PyMetis/ - Graph Partitioning Package - https://github.com/inducer

https://pypi.org/project/pykeen - training and evaluating multimodal knowledge graph embeddings - Звёзд: 1580
https://pypi.org/project/ai-edge-model-explorer-adapter - Model Explorer offers an intuitive and hierarchical visualization of model graphs - Звёзд: 924
https://pypi.org/project/graspologic - A set of Python modules for graph statistics - Звёзд: 651

https://pypi.org/project/networkit/ - high-performance network analysis - Звёзд: 751
https://pypi.org/project/graspy/ - A set of python modules for graph statistics - 601 stars
https://pypi.org/project/PyGSP - Graph Signal Processing - Звёзд: 473
https://pypi.org/project/pygmtools - https://github.com/Thinklab-SJTU/pygmtools - A Python Graph Matching Toolkit - - 277 stars
https://pypi.org/project/PyMaxflow - for graph construction and maxflow computation (commonly known as graph cuts) - Звёзд: 242
https://pypi.org/project/pyrgg - Python Random Graph Generator - Звёзд: 204
https://pypi.org/project/bigraph/ - for link prediction in bipartite graphs and networks - Звёзд: 90 https://pypi.org/project/graph-theory/ - Звёзд: 81 https://pypi.org/project/graphblas-algorithms - Graph algorithms written in GraphBLAS and backend for NetworkX - Звёзд: 68 https://pypi.org/project/pynauty - Isomorphism testing and automorphisms of graphs - Звёзд: 51

https://pypi.org/project/pytoulbar2 - optimizer for cost function networks and discrete additive graphical models - https://github.com/toulbar2/toulbar2 - 51 stars
https://pypi.org/project/graphtools/ - building and manipulating graphs - Звёзд: 41
https://pypi.org/project/emgraph/ - graph representation learning (graph embedding) - Звёзд: 38
https://pypi.org/project/planarity -Graph planarity tools - Звёзд: 35

https://pypi.org/project/BondGraphTools - Bond Graph Modelling Toolkit - Звёзд: 33
https://pypi.org/project/metagraph - Graph algorithm solver - 26 stars https://pypi.org/project/galib/ - A library for graph analysis - Звёзд: 23
https://pypi.org/project/jgrapht - Звёзд: 22
https://pypi.org/project/altgraph/ - graph (network) package (fork of graphlib) - Звёзд: 19
https://pypi.org/project/leafy - fast graph algorithms library - Звёзд: 17
https://pypi.org/project/grinpy - Graph invariants - Звёзд: 16

https://pypi.org/project/nographs - Graph analysis – the lazy (evaluation) way: Analysis on the fly, for graphs, that are computed and/or adapted on the fly - Звёзд: 16
https://pypi.org/project/netin - to study inequalities in social networks - Звёзд: 11
https://pypi.org/project/slgbuilder - building and cutting sparse layered s-t graphs (https://en.wikipedia.org/wiki/St-planar_graph) - Звёзд: 10 https://pypi.org/project/graphhierarchy - Звёзд: 9 https://github.com/AminAlam/fa2_modified - Fastest Gephi's ForceAtlas2 graph layout algorithm - 8 stars
https://pypi.org/project/stdog - Structure and Dynamics on Graphs - Звёзд: 8
https://pypi.org/project/graphflow - r Graph Flow Analysis - Звёзд: 8
https://pypi.org/project/kgraph-ts - Library for Approximate Nearest Neighbor Search - Звёзд: 6
https://pypi.org/project/graph-diffusers - Diffusion operators for graph machine learning based on GraphBLAS - Звёзд: 3
https://pypi.org/project/geospaNN - Neural networks for geospatial data - Звёзд: 3
https://pypi.org/project/pynauty-nice - Automorphism and isomorphism of graphs - Звёзд: 2 https://pypi.org/project/nevis/ - landscape of Great Britain as a testbed for optimisation and sampling methods - Звёзд: 2
https://pypi.org/project/knows - Property graph benchmark that creates graphs with specified node and edge numbers, supporting multiple output formats and visualization - Звёзд: 2

https://pypi.org/project/pygplib - First-Order Graph Property Library - Звёзд: 1
https://pypi.org/project/dhgraph - Python Module for Directed Hypergraphs (a generalization of digraph.) - Звёзд: 1
https://pypi.org/project/pygraphia - Звёзд: 0
https://pypi.org/project/viridicle - Fast stochastic ecological simulations on graphs - Звёзд: 0 https://pypi.org/project/graph-generators/ - compute various classes of networkx graphs - Звёзд: 0
https://pypi.org/project/paramnet - NetworkX graphs with required node/edge parameters - Звёзд: 0

🌳 Tree

https://pypi.org/project/dm-tree - library for working with nested data structures - 921 stars
https://github.com/etetoolkit/ete - building, comparing, annotating, manipulating and visualising trees - 767 stars
https://pypi.org/project/boxtree - Quadtree/octree building - 64 stars - https://github.com/inducer/boxtree
https://pypi.org/project/aabbtree - implementation of d-dimensional AABB tree - Звёзд: 58
https://pypi.org/project/mistree - minimum spanning tree (MST), a graph constructed from a distribution of points, draws lines between pairs of points so that all points are linked in a single skeletal structure that contains no loops and has minimal total edge length - https://github.com/knaidoo29/mistree - 47 stars
https://pypi.org/project/Tree - creating and drawing trees - Звёзд: 21 https://pypi.org/project/py-itree - A Interval Tree Library - Звёзд: 12 https://pypi.org/project/c45-decision-tree 12/07/2023 - Звёзд: 5 https://pypi.org/project/DTAnalyze - Decision Tree Analysis 15/05/2022 - 0 stars

🏀 Games

💜 https://pypi.org/search/?q=&o=&c=Topic+%3A%3A+Games%2FEntertainment
https://pypi.org/project/GameOfLife (GOL)
https://pypi.org/project/TicTacToe3
https://pypi.org/project/opener - Solve open the lock puzzle
https://pypi.org/project/dicetables
https://pypi.org/project/mazelib - creating and solving mazes - Звёзд: 225
https://pypi.org/project/mazelib-alt/ - creating and solving mazes (лабиринты) - Звёзд: 225

🏀🏀 Game theory 🏀🏀

https://pypi.org/project/pygambit - computation in game theory - Звёзд: 381

🎡 D_Dynamic systems

https://pypi.org/project/pysindy - Sparse Identification of Nonlinear Dynamics - Звёзд: 1351
https://pypi.org/project/pynamical - Model, simulate, and visualize discrete nonlinear dynamical systems - Звёзд: 619
https://pypi.org/project/simupy - framework for modeling and simulating dynamical systems - Звёзд: 578
https://pypi.org/project/pysd/ - System Dynamics Modeling - Звёзд: 354

https://pypi.org/project/pykoopman - data-driven approximations to the Koopman operator - Звёзд: 263
https://pypi.org/project/gillespy2 - stochastic simulation of biochemical systems - Звёзд: 71
https://pypi.org/project/nevopy/ - An open source neuroevolution framework for Python - Звёзд: 27
https://pypi.org/project/muygpys - Scalable Approximate Gaussian Process using Local Kriging - Звёзд: 22
https://pypi.org/project/spatialpy - simulation of spatial deterministic/stochastic reaction-diffusion-advection problems embedded in Lagrangian reference frame particle based fluid dynamics domain
https://pypi.org/project/kedm/ - Empirical Dynamic Modeling (EDM) framework - https://sugiharalab.github.io/EDM_Documentation - Звёзд: 12
https://pypi.org/project/lyapynov - to compute Lyapunov exponents, covariant Lyapunov vectors (CLV) and adjoints of a dynamical system - Звёзд: 7
https://pypi.org/project/contique - Numerical continuation of nonlinear equilibrium equations - Звёзд: 5
https://pypi.org/project/cnvm - Continuous-time Noisy Voter Model (CNVM) of social dynamics - Звёзд: 0
https://pypi.org/project/opensimplex-loops - generate seamlessly-looping animated images and closed curves, and seamlessy-tileable images - Звёзд: 0
https://pypi.org/project/apecosm - oceanic - 0 stars

👁️‍🗨️ Visualization

🌋 https://plotly.com/dash - https://github.com/plotly/dash - Data Apps & Dashboards for Python - 20.9k stars 🌋 https://www.manim.community - creating (mathematical) animations - { https://github.com/ManimCommunity/manim - 20.1k stars
{ https://github.com/3b1b/manim - 60.4k stars
🌋 https://numfocus.org/project/bokeh - tools to interactive plots, dashboards, and data applications - https://pypi.org/project/bokeh/ - https://github.com/bokeh/bokeh - 19k stars
🌋 http://www.scikit-yb.org - visualizes the data science workflow, allowing users to visually steer the feature, algorithm, and hyperparameter selection process - https://github.com/DistrictDataLabs/yellowbrick - https://pypi.org/project/yellowbrick - Звёзд: 4248
🌋 https://github.com/bqplot/bqplot - Plotting library for IPython/Jupyter notebooks - 3.6k stars
🌋 https://pyvista.org/ - Visualization Toolkit (VTK) - https://github.com/pyvista/pyvista - 2.5k stars
🌋 https://numfocus.org/project/napari - n-dimensional image viewer - https://pypi.org/project/napari - Звёзд: 2126
🌋 https://www.colour-science.org - https://github.com/colour-science/colour - Colour Science for Python - 2k stars
🌋 https://ipyvizzu.vizzuhq.com/latest - Build animated charts in Jupyter Notebook and similar environments - https://github.com/vizzuhq/ipyvizzu - 933 stars
🌋 https://numfocus.org/project/holoviz - High-level tools to simplify visualization in Python - https://github.com/holoviz/holoviz - 818 stars

https://pypi.org/project/seaborn - statistical data visualization - Звёзд: 12210

https://pypi.org/project/kmapper - https://kepler-mapper.scikit-tda.org/en/latest/ - for visualization of high-dimensional data and 3D point cloud data. KeplerMapper can make use of Scikit-Learn API compatible cluster and scaling algorithms - https://github.com/scikit-tda/kepler-mapper - 623 stars
https://github.com/gtaylor/python-colormath - 453 stars
https://pypi.org/project/hist - Hist is an analyst-friendly front-end for boost-histogram - Звёзд: 123
https://pypi.org/project/ncvue/ - A minimal GUI for a quick view of netcdf files, aiming to be a drop-in replacement for ncview and panoply - Звёзд: 60
https://pypi.org/project/sympy-plot-backends - Backends for plotting with SymPy - Звёзд: 42
https://pypi.org/project/roc-utils - Tools to compute and visualize ROC curves - Звёзд: 28
https://pypi.org/project/llnl-pydv - 1D graphics and data analysis tool, heavily based on the ULTRA plotting tool - Звёзд: 12
https://pypi.org/project/polyviz - Interface between Brightway2 and D3.js - Звёзд: 9

https://pypi.org/project/rankflow - Plot how multiple ranks evolved over processing steps - draw a rankflow - Звёзд: 1

https://pypi.org/project/caspy3 - A program that provides both a GUI and a CLI to SymPy, a symbolic computation and computer algebra system Python library

--- not in github
https://pypi.org/project/mapper (2017) - https://danifold.net/mapper/
https://pypi.org/project/pytecplot - https://www.tecplot.com/docs/pytecplot

Name		Name	Last commit message	Last commit date
Latest commit History 395 Commits
2D_functions		2D_functions
Field_Theory		Field_Theory
NLopt		NLopt
NumPy		NumPy
Statsmodels		Statsmodels
SymPy		SymPy
Visualization		Visualization
numfocus		numfocus
sourceforge_net		sourceforge_net
Big_Square.py		Big_Square.py
Eq002_F1.py		Eq002_F1.py
Eq002_F2.py		Eq002_F2.py
Eq002_X^X=1+LnX.py		Eq002_X^X=1+LnX.py
Eq003.py		Eq003.py
Eq004.py		Eq004.py
Eq005.py		Eq005.py
Eq006.ipynb		Eq006.ipynb
Eq006.py		Eq006.py
Eq007.py		Eq007.py
Eq008.py		Eq008.py
Eq009.py		Eq009.py
Eq010.py		Eq010.py
Eq011.py		Eq011.py
Eq_2D_001.py		Eq_2D_001.py
Eq_2D_002.py		Eq_2D_002.py
FView.py		FView.py
README.md		README.md
SEq001.py		SEq001.py
cubic_equation.py		cubic_equation.py
p1D_func_for_mininimizations.py		p1D_func_for_mininimizations.py
p1Dminimizations.py		p1Dminimizations.py
p1func.py		p1func.py
pi2_vs_2pi.py		pi2_vs_2pi.py
reference_scipy_optimize_curve_fit.py		reference_scipy_optimize_curve_fit.py
reference_scipy_optimize_curve_fit_2.py		reference_scipy_optimize_curve_fit_2.py
reference_scipy_optimize_dual_annealing.py		reference_scipy_optimize_dual_annealing.py
reference_scipy_signal_butter.py		reference_scipy_signal_butter.py
reference_scipy_signal_cspline1d.py		reference_scipy_signal_cspline1d.py
reference_scipy_signal_detrend.py		reference_scipy_signal_detrend.py
reference_scipy_signal_lfilter.py		reference_scipy_signal_lfilter.py
reference_scipy_signal_medfilt.py		reference_scipy_signal_medfilt.py
reference_scipy_signal_order_filter.py		reference_scipy_signal_order_filter.py
reference_scipy_signal_wiener.py		reference_scipy_signal_wiener.py
the_Nelder-Mead_simplex_algorithm.py		the_Nelder-Mead_simplex_algorithm.py
the_custom_minimizers.py		the_custom_minimizers.py
the_minimize_scalar.py		the_minimize_scalar.py
thetest_all.py		thetest_all.py

ivgnk/Math-on-Python

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Math

🚗 ML / DL / AI / DS / Neural Networks

Main ORG ⭐🅾️

D_Data operations

TensorFlow

📶 PyTorch

P_Pandas

🌁 N_Neural Networks

🔥 Generative

Tools for / DL / AI / DS

sci-kit learn

❓❗ Algorithm for Recommendation

✨ Text repositories

⭐🅾️ OrG

testing the operation of functions from scipy.optimize

testing the operation of functions from scipy.signal

🏠 PyPi

♏ Algo & Structures collections

JAX

◀️Numeric intervals▶️

📀💿 DataBase 💾

🔺 Complex

🔢 Number theory

🌌 R_Random data / Stochastic processes

Bool logic

🔃 Combinatorics

📝 C_Calculation

Solving problems from the video channels

Propagate uncertainty in calculations

As itertools

🎩 ODE / PDE / SDE / derivatives / integrals

ODE

PDE

📊📊 S_Statistics / R_Regression

❓ Statistics with uncertainity

⭐🅾️ ORG

⚡⚡⚡ Github

🏠 Pypi

🗼 I_Inferences (Выводы)

📈 Regression 📉

🔠 B_Bayesian

Queueing theory / Теория массового обслуживания

❄️ Clustering / Classification

🎲 dyce

🎬 O_Optimization / Fitting

⚡⚡⚡ Github

🏠 Pypi

➖ Linear programming

2️⃣ Quadratic programming

NonLinear programming

📈 Regression

🔑 Bindings for optimizers

♨️ Fitting

🐝 Particle Swarm Optimization 🐜 (Evolutionary algorithms)

✂️ Quality-Diversity

🌷 Derivative-free (D_F) optimization

⬇️ Global minimum / Global optimisation (G_O)

💢 Dynamic programming

♏ Cellular Automata / finite state machines

🎲 Monte Carlo simulation / ⛓️ M_Markov Chains

🌊 Flows

💰 Quantitative Finance (QF, Q_F)

🅾️ ORG

Energy

⏲️ Signal Processing / Time Series (T_S)/ Filtering

✳️ Maps / Images / Tomography / Topology / Meshs

🐠 Images

💦 Fractal generation

💮 M_Meshs (Maps) / 2D / 3D

🎨 Particle simulation

I_Images (Background remover/ Facial recognition)

🎀 T_Topology

🎹 ⚡⚡⚡⚡ Finite Element Method (FEM)

⚡⚡ P_Physics ⚡⚡

🔴🔵 Magn

Packages