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awslabs/gluonts

A Python library for probabilistic time series modeling and forecasting, useful for data scientists and ML engineers.

5.1K
Stable
Python
ML Ops
Databases
PyTorch
#time-series#forecasting#deep-learning

amazon-science/chronos-forecasting

Chronos is a pretrained model for time series forecasting, leveraging large language models and transformers.

4.9K
Active
Python
LLM Frameworks
Time Series
PyTorch
#time-series-forecasting#large-language-models#pretrained-models

Nixtla/nixtla

TimeGPT-1 is a production-ready pre-trained time series foundation model for forecasting and anomaly detection.

3.8K
Active
Jupyter Notebook
LLM Frameworks
API Frameworks
Jupyter Notebook
#anomaly-detection#forecasting#time-series

qingsongedu/time-series-transformers-review

A curated list of awesome resources on transformers in time series analysis, forecasting, and more.

3.0K
Archived
Transformers
Time Series
#time-series#forecasting#anomaly-detection

Alro10/deep-learning-time-series

A repository with papers, code, and experiments using deep learning for time series forecasting.

2.8K
Archived
Jupyter Notebook
ML Ops
Time Series
PyTorch
#deep-learning#time-series-forecasting#forecasting-models

KimMeen/Time-LLM

An official implementation of a time series forecasting model using large language models.

2.5K
Stable
Python
LLM Frameworks
Time Series
Python
#time-series-forecasting#large-language-models#deep-learning

curiousily/Getting-Things-Done-with-Pytorch

A collection of Jupyter Notebook tutorials on solving real-world problems with machine learning and deep learning using PyTorch.

2.5K
Archived
Jupyter Notebook
Computer Vision
Time Series Forecasting
#computer-vision#time-series#anomaly-detection

cure-lab/LTSF-Linear

This repository provides an official implementation of a paper on using transformers for time series forecasting.

2.4K
Archived
Python
LLM Frameworks
API Frameworks
PyTorch
#time-series-forecasting#transformers#deep-learning

thuml/iTransformer

Official implementation of iTransformer, an effective transformer-based time series forecasting model.

2.0K
Experimental
Python
Time Series Forecasting
API Frameworks
Python
#time-series-forecasting#transformer#forecasting

kwuking/TimeMixer

Official implementation of a decomposable multiscale mixing model for time series forecasting

1.9K
Stable
Python
Time Series Forecasting
Time Series
PyTorch
#time-series-analysis#forecasting#deep-learning

decisionintelligence/TFB

A comprehensive and fair benchmark for time series forecasting methods, including deep learning and statistical techniques.

1.7K
Active
Shell
Benchmarking
Time Series
#time-series-forecasting#benchmarking#deep-learning

time-series-foundation-models/lag-llama

A Python library for probabilistic time series forecasting using large language models like LLaMA.

1.6K
Experimental
Python
LLM Frameworks
Time Series
Python
#forecasting#time-series#transformers

SalesforceAIResearch/uni2ts

Unified Training of Universal Time Series Forecasting Transformers for accurate time series forecasting.

1.4K
Active
Jupyter Notebook
Transformers
Time Series
Jupyter Notebook
#deep-learning#forecasting#machine-learning

curiousily/Deep-Learning-For-Hackers

A collection of machine learning tutorials covering various topics like anomaly detection, time series forecasting, and object detection.

1.1K
Archived
Jupyter Notebook
ML Ops
Computer Vision
TensorFlow
#deep-learning#anomaly-detection#time-series-forecasting

cuge1995/awesome-time-series

A curated list of resources for time series forecasting, including papers, code, and other materials.

1.0K
Stable
Time Series
Tutorials & Courses
#time-series#forecasting#spatio-temporal

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