Time Series Machine Learning
Libraries and frameworks for modeling timestamped data, covering forecasting, classification, clustering, regression, and anomaly/change-point detection.
44 projects
See methodology for ranking rules; order uses public GitHub metrics within this scenario.
| Rank | Project | Stars | Forks | Updated | License |
|---|---|---|---|---|---|
| 21 |
intelligent-trading-bot
Intelligent Trading Bot: Automatically generating signals and trading based on machine learning and feature engineering |
1.9K | 404 | 08/11/26 | MIT |
| 22 |
TFB
[PVLDB 2024 Best Paper Nomination] TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods |
1.7K | 123 | 07/31/26 | MIT |
| 23 |
keras-tcn
Keras Temporal Convolutional Network. Supports Python and R. |
2.0K | 462 | 06/16/26 | MIT |
| 24 |
orbit
A Python package for Bayesian forecasting with object-oriented design and probabilistic models under the hood. |
2.1K | 148 | 05/22/26 | Other |
| 25 |
nupic-legacy
Numenta Platform for Intelligent Computing is an implementation of Hierarchical Temporal Memory (HTM), a theory of intelligence based strictly on the neuroscience of the neocortex. |
6.3K | 1.5K | 12/03/24 | MIT |
| 26 |
uni2ts
Unified Training of Universal Time Series Forecasting Transformers |
1.6K | 214 | 06/02/26 | Apache-2.0 |
| 27 |
Time-LLM
[ICLR 2024] Official implementation of " 🦙 Time-LLM: Time Series Forecasting by Reprogramming Large Language Models" |
2.7K | 465 | 10/15/25 | Apache-2.0 |
| 28 |
NBA-Machine-Learning-Sports-Betting
NBA sports betting using machine learning |
1.7K | 567 | 01/09/26 | Other |
| 29 |
neural_prophet
NeuralProphet: A simple forecasting package |
4.3K | 514 | 01/08/25 | MIT |
| 30 |
TimeMixer
[ICLR 2024] Official implementation of "TimeMixer: Decomposable Multiscale Mixing for Time Series Forecasting" |
2.0K | 238 | 10/05/25 | Apache-2.0 |
| 31 |
pyts
A Python package for time series classification |
1.9K | 179 | 06/18/25 | BSD-3-Clause |
| 32 |
lag-llama
Lag-Llama: Towards Foundation Models for Probabilistic Time Series Forecasting |
1.6K | 203 | 06/06/25 | Apache-2.0 |
| 33 |
Autoformer
About Code release for "Autoformer: Decomposition Transformers with Auto-Correlation for Long-Term Series Forecasting" (NeurIPS 2021), https://arxiv.org/abs/2106.13008 |
2.5K | 497 | 02/28/25 | MIT |
| 34 |
awesome-TS-anomaly-detection
List of tools & datasets for anomaly detection on time-series data. |
3.2K | 463 | 10/21/24 | Other |
| 35 |
time-series-transformers-review
A professionally curated list of awesome resources (paper, code, data, etc.) on transformers in time series. |
3.0K | 270 | 08/08/24 | MIT |
| 36 |
liquid_time_constant_networks
Code Repository for Liquid Time-Constant Networks (LTCs) |
1.9K | 335 | 06/03/24 | Apache-2.0 |
| 37 |
LTSF-Linear
[AAAI-23 Oral] Official implementation of the paper "Are Transformers Effective for Time Series Forecasting?" |
2.5K | 510 | 01/27/24 | Apache-2.0 |
| 38 |
Deep_Learning_Machine_Learning_Stock
Deep Learning and Machine Learning stocks represent promising opportunities for both long-term and short-term investors and traders. |
1.8K | 365 | 03/01/24 | MIT |
| 39 |
LSTM-Human-Activity-Recognition
Human Activity Recognition example using TensorFlow on smartphone sensors dataset and an LSTM RNN. Classifying the type of movement amongst six activity categories - Guillaume Chevalier |
3.5K | 935 | 11/06/22 | MIT |
| 40 |
dl-4-tsc
Deep Learning for Time Series Classification |
1.7K | 594 | 03/18/23 | GPL-3.0 |