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time-series-forecasting

Here are 226 public repositories matching this topic...

gluonts

awslabs / gluonts

Probabilistic time series modeling in Python

aws data-science machine-learning timeseries deep-learning time-series mxnet torch pytorch artificial-intelligence neural-networks forecasting time-series-prediction time-series-forecasting sagemaker

Updated May 7, 2024
Python

flow-forecast

AIStream-Peelout / flow-forecast

Deep learning PyTorch library for time series forecasting, classification, and anomaly detection (originally for flood forecasting).

deep-neural-networks deep-learning time-series pytorch transformer lstm forecasting transfer-learning hacktoberfest time-series-analysis anomaly-detection time-series-forecasting time-series-regression state-of-the-art-models

Updated May 15, 2024
Python

cure-lab / LTSF-Linear

[AAAI-23 Oral] Official implementation of the paper "Are Transformers Effective for Time Series Forecasting?"

deep-learning time-series pytorch forecasting linear-models aaai time-series-prediction time-series-forecasting forecasting-model aaai2023

Updated Jan 27, 2024
Python

amazon-science / chronos-forecasting

Chronos: Pretrained (Language) Models for Probabilistic Time Series Forecasting

machine-learning timeseries time-series transformers artificial-intelligence forecasting pretrained-models time-series-forecasting huggingface huggingface-transformers foundation-models large-language-models llm

Updated May 15, 2024
Python

time-series-foundation-models / lag-llama

Lag-Llama: Towards Foundation Models for Probabilistic Time Series Forecasting

timeseries time-series transformers forecasting llama time-series-prediction time-series-forecasting timeseries-forecasting foundation-models time-series-transformer lag-llama

Updated Apr 24, 2024
Python

kwuking / TimeMixer

[ICLR 2024] Official implementation of "TimeMixer: Decomposable Multiscale Mixing for Time Series Forecasting"

machine-learning deep-learning time-series time-series-forecasting

Updated Apr 26, 2024
Python

KimMeen / Time-LLM

[ICLR 2024] Official implementation of " 🦙 Time-LLM: Time Series Forecasting by Reprogramming Large Language Models"

machine-learning deep-learning time-series language-model time-series-analysis time-series-forecast time-series-forecasting multimodal-deep-learning cross-modality multimodal-time-series cross-modal-learning prompt-tuning large-language-models

Updated May 6, 2024
Python

thuml / iTransformer

Official implementation for "iTransformer: Inverted Transformers Are Effective for Time Series Forecasting" (ICLR 2024 Spotlight), https://openreview.net/forum?id=JePfAI8fah

transformer time-series-forecasting

Updated Apr 26, 2024
Python

LongxingTan / Time-series-prediction

tfts: Time Series Deep Learning Models in TensorFlow

python data-science machine-learning ai timeseries deep-learning time-series neural-network tensorflow keras regression prediction tf2 transformer forecasting seq2seq wavenet tcn time-series-forecasting

Updated Mar 11, 2024
Python

eland

elastic / eland

Python Client and Toolkit for DataFrames, Big Data, Machine Learning and ETL in Elasticsearch

python elasticsearch machine-learning big-data etl scikit-learn pandas lightgbm data-analysis dataframe dataframes time-series-forecasting eland

Updated May 15, 2024
Python

sktime / sktime-dl

DEPRECATED, now in sktime - companion package for deep learning based on TensorFlow

machine-learning deep-learning time-series scikit-learn neural-networks longitudinal-data panel-data time-series-classification time-series-forecasting time-series-regression

Updated Jan 30, 2024
Python

cure-lab / SCINet

The GitHub repository for the paper: “Time Series is a Special Sequence: Forecasting with Sample Convolution and Interaction“. (NeurIPS 2022)

deep-neural-networks time-series forecasting temporal-networks time-series-analysis time-series-forecasting

Updated Jul 12, 2023
Python

Nixtla / hierarchicalforecast

Probabilistic Hierarchical forecasting 👑 with statistical and econometric methods.

Updated Apr 16, 2024
Python

EvilPsyCHo / Deep-Time-Series-Prediction

Seq2Seq, Bert, Transformer, WaveNet for time series prediction.

deep-learning regression pytorch kaggle lstm seq2seq attention series-prediction wavenet bert time-series-forecasting toturial

Updated Dec 27, 2021
Python

PaddlePaddle / PaddleTS

Awesome Easy-to-Use Deep Time Series Modeling based on PaddlePaddle, including comprehensive functionality modules like TSDataset, Analysis, Transform, Models, AutoTS, and Ensemble, etc., supporting versatile tasks like time series forecasting, representation learning, and anomaly detection, etc., featured with quick tracking of SOTA deep models.

cost informer time-series-analysis paddlepaddle time-series-forecasting time-series-models deepar time-series-anomaly-detection n-beats nbeats nhits paddlets ts2vec n-hits time-series-representation-learning

Updated May 7, 2024
Python

Thinklab-SJTU / Crossformer

Official implementation of our ICLR 2023 paper "Crossformer: Transformer Utilizing Cross-Dimension Dependency for Multivariate Time Series Forecasting"

deep-learning transformers time-series-forecasting

Updated Dec 1, 2023
Python

lucidrains / iTransformer

Unofficial implementation of iTransformer - SOTA Time Series Forecasting using Attention networks, out of Tsinghua / Ant group

deep-learning transformers artificial-intelligence attention-mechanisms time-series-forecasting

Updated May 10, 2024
Python

salesforce / DeepTime

PyTorch code for Learning Deep Time-index Models for Time Series Forecasting (ICML 2023)

deep-learning time-series forecasting meta-learning time-series-forecasting time-series-regression implicit-neural-representation

Updated Dec 29, 2023
Python

damitkwr / ESRNN-GPU

PyTorch GPU implementation of the ES-RNN model for time series forecasting

deep-learning pytorch forecasting time-series-forecasting es-rnn deep-forecasting

Updated Sep 2, 2019
Python

pyFTS

PYFTS / pyFTS

An open source library for Fuzzy Time Series in Python

python data-science time-series series fuzzy-rules econometrics forecasting interval fts fuzzy-sets forecasting-models time-series-analysis time-series-forecasting fuzzy-systems fuzzy-time-series probabilistic-forecasting series-models fuzzy-sets-syst

Updated Mar 27, 2024
Python

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