Time Series Forecasting ML Frameworks

Deep learning frameworks and libraries specifically designed for time series forecasting, prediction, and analysis using neural networks and meta-learning approaches. Does NOT include general time series machine learning toolkits, changepoint detection, or time series segmentation without forecasting focus.

There are 267 time series forecasting frameworks tracked. 9 score above 70 (verified tier). The highest-rated is sktime/sktime at 85/100 with 9,628 stars. 9 of the top 10 are actively maintained.

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#	Framework	Score	Tier	Stars	Language
1	sktime/sktime A unified framework for machine learning with time series	85	Verified	9,628	Python
2	aeon-toolkit/aeon A toolkit for time series machine learning and deep learning	85	Verified	1,352	Python
3	Nixtla/neuralforecast Scalable and user friendly neural :brain: forecasting algorithms.	81	Verified	4,003	Python
4	tslearn-team/tslearn The machine learning toolkit for time series analysis in Python	78	Verified	3,125	Python
5	Nixtla/mlforecast Scalable machine 🤖 learning for time series forecasting.	76	Verified	1,186	Python
6	Nixtla/statsforecast Lightning ⚡️ fast forecasting with statistical and econometric models.	76	Verified	4,718	Python
7	winedarksea/AutoTS Automated Time Series Forecasting	76	Verified	1,378	Python
8	WenjieDu/PyPOTS A Python toolkit/library for reality-centric machine/deep learning and data...	73	Verified	1,965	Python
9	skforecast/skforecast Time series forecasting with machine learning models	71	Verified	1,462	Python
10	alkaline-ml/pmdarima A statistical library designed to fill the void in Python's time series...	68	Established	1,714	Python
11	timeseriesAI/tsai Time series Timeseries Deep Learning Machine Learning Python Pytorch fastai...	67	Established	6,010	Jupyter Notebook
12	sktime/pytorch-forecasting Time series forecasting with PyTorch	67	Established	4,827	Python
13	antoinecarme/pyaf PyAF is an Open Source Python library for Automatic Time Series Forecasting...	66	Established	460	Python
14	time-series-machine-learning/tsml-py A toolkit for time series machine learning algorithms that don't fit in...	65	Established	9	Python
15	awslabs/gluonts Probabilistic time series modeling in Python	64	Established	5,142	Python
16	IDA-HumanCapital/fife Finite-Interval Forecasting Engine: Machine learning models for...	64	Established	23	Python
17	mikekeith52/scalecast The practitioner's forecasting library	63	Established	350	Python
18	thuml/Time-Series-Library A Library for Advanced Deep Time Series Models for General Time Series Analysis.	62	Established	11,714	Python
19	time-series-machine-learning/tsml-eval Evaluation tools for time series machine learning algorithms.	62	Established	55	Python
20	lixus7/Time-Series-Works-Conferences Time-Series Work Summary in CS Top Conferences (NIPS, ICML, ICLR, KDD, AAAI,...	62	Established	949	—
21	WenjieDu/TSDB a Python toolbox loads 172 public time series datasets for machine/deep...	61	Established	232	Python
22	nla-group/fABBA A Python library for the fast symbolic approximation of time series	61	Established	50	Python
23	LongxingTan/Time-series-prediction tfts: Time Series Deep Learning Models in TensorFlow	61	Established	884	Python
24	johannfaouzi/pyts A Python package for time series classification	60	Established	1,873	Python
25	RoyalHaskoningDHV/sam Python package for time series analysis and machine learning	58	Established	27	Python
26	Open-EO/FuseTS Time series Fusion toolbox integrated with openEO	58	Established	30	Jupyter Notebook
27	AIStream-Peelout/flow-forecast Deep learning PyTorch library for time series forecasting, classification,...	58	Established	2,276	Python
28	business-science/modeltime Modeltime unlocks time series forecast models and machine learning in one framework	57	Established	573	R
29	PacktPublishing/Time-Series-Analysis-with-Python-Cookbook-Second-Edition Time Series Analysis with Python Cookbook, Second Edition - Published by Packt	56	Established	70	Jupyter Notebook
30	uber/orbit A Python package for Bayesian forecasting with object-oriented design and...	55	Established	2,041	Python
31	vanderschaarlab/temporai TemporAI: ML-centric Toolkit for Medical Time Series	54	Established	130	Python
32	decisionintelligence/TFB [PVLDB 2024 Best Paper Nomination] TFB: Towards Comprehensive and Fair...	53	Established	1,669	Shell
33	zhouhaoyi/Informer2020 The GitHub repository for the paper "Informer" accepted by AAAI 2021.	53	Established	6,440	Python
34	PacktPublishing/Time-Series-Analysis-with-Python-Cookbook Time Series Analysis with Python Cookbook, published by Packt	53	Established	288	Jupyter Notebook
35	Time-MoE/Time-MoE [ICLR 2025 Spotlight] Official implementation of "Time-MoE: Billion-Scale...	52	Established	926	Python
36	DaoSword/Time-Series-Forecasting-and-Deep-Learning Resources about time series forecasting and deep learning.	52	Established	774	—
37	decisionintelligence/DUET [KDD 2025 Most Influential Paper] DUET: Dual Clustering Enhanced...	52	Established	259	Python
38	dmbee/seglearn Python module for machine learning time series:	52	Established	581	Python
39	aqibsaeed/Multilabel-timeseries-classification-with-LSTM Tensorflow implementation of paper: Learning to Diagnose with LSTM...	51	Established	574	Jupyter Notebook
40	trainindata/feature-engineering-for-time-series-forecasting Code repository for the online course "Feature Engineering for Time Series...	51	Established	200	Jupyter Notebook
41	Keytoyze/VisionTS Code for our paper "VisionTS: Visual Masked Autoencoders Are Free-Lunch...	51	Established	275	Python
42	Alro10/deep-learning-time-series List of papers, code and experiments using deep learning for time series forecasting	51	Established	2,770	Jupyter Notebook
43	hfawaz/dl-4-tsc Deep Learning for Time Series Classification	51	Established	1,657	Python
44	thuml/Autoformer About Code release for "Autoformer: Decomposition Transformers with...	51	Established	2,426	Jupyter Notebook
45	hfawaz/InceptionTime InceptionTime: Finding AlexNet for Time Series Classification	51	Established	734	Python
46	White-Link/UnsupervisedScalableRepresentationLearningTimeSeries Unsupervised Scalable Representation Learning for Multivariate Time Series:...	50	Established	406	Jupyter Notebook
47	X-DataInitiative/tick Module for statistical learning, with a particular emphasis on...	50	Established	541	Python
48	philipperemy/n-beats Keras/Pytorch implementation of N-BEATS: Neural basis expansion analysis for...	50	Established	903	Python
49	maxim5/time-series-machine-learning Machine learning models for time series analysis	50	Established	379	Python
50	ddz16/TSFpaper This repository contains a reading list of papers on Time Series...	50	Established	3,097	—
51	thuml/Nonstationary_Transformers Code release for "Non-stationary Transformers: Exploring the Stationarity in...	49	Emerging	558	Python
52	Ladbaby/PyOmniTS 🔬 A Researcher-Friendly Framework for Time Series Analysis. Train Any Model...	49	Emerging	47	Python
53	HannaMeyer/CAST Developer Version of the R package CAST: Caret Applications for...	49	Emerging	131	R
54	Geo-Joy/Deep-Learning-for-Time-Series-Forecasting This repository is designed to teach you, step-by-step, how to develop deep...	49	Emerging	144	—
55	kwuking/TimeMixer [ICLR 2024] Official implementation of "TimeMixer: Decomposable Multiscale...	49	Emerging	1,889	Python
56	ermshaua/claspy ClaSPy: A Python package for time series segmentation.	48	Emerging	133	Jupyter Notebook
57	salesforce/DeepTime PyTorch code for Learning Deep Time-index Models for Time Series Forecasting...	48	Emerging	367	Python
58	WenjieDu/SAITS The official PyTorch implementation of the paper "SAITS:...	48	Emerging	498	Python
59	UnifiedTSAI/Time-HD-Lib Time-HD-Lib: A Library for High-Dimensional Time Series Forecasting	48	Emerging	51	Python
60	Techtonique/ahead Univariate and multivariate time series forecasting, with uncertainty...	48	Emerging	23	R
61	lzz19980125/awesome-time-series-segmentation-papers This repository contains a reading list of papers on Time Series...	48	Emerging	550	MATLAB
62	WenjieDu/BrewPOTS The tutorials for PyPOTS, guide you to model partially-observed time series datasets.	48	Emerging	127	Jupyter Notebook
63	AdityaLab/Samay State-of-art Foundational Time-series models	48	Emerging	33	Python
64	BirchKwok/PipelineTS The simplest time series forecasting tool, supporting time series data...	47	Emerging	11	Jupyter Notebook
65	hendersontrent/theft R package for Tools for Handling Extraction of Features from Time series (theft)	47	Emerging	43	R
66	ourownstory/neural_prophet NeuralProphet: A simple forecasting package	47	Emerging	4,255	Python
67	ajayarunachalam/Deep_XF Package towards building Explainable Forecasting and Nowcasting Models with...	47	Emerging	118	Jupyter Notebook
68	allen-chiang/Time-Series-Transformer A data preprocessing package for time series data. Design for machine...	46	Emerging	216	Jupyter Notebook
69	hyliush/deep-time-series Deep learning PyTorch library for time series forecasting	46	Emerging	132	Python
70	TsLu1s/tsforecasting TSForecasting: Automated Time Series Forecasting Framework	46	Emerging	30	Python
71	qingsongedu/awesome-AI-for-time-series-papers A professional list of Papers, Tutorials, and Surveys on AI for Time Series...	46	Emerging	1,598	—
72	chenyangkang/stemflow A Python Package for Adaptive Spatio-Temporal Exploratory Model (AdaSTEM)	46	Emerging	26	Python
73	quantsense/TimeSeries_Notebooks_Collections Jupyter Notebooks Collection for Learning Time Series Models	45	Emerging	77	Jupyter Notebook
74	nredell/forecastML An R package with Python support for multi-step-ahead forecasting with...	45	Emerging	131	R
75	thuml/OpenLTM Implementations, Pre-training Code and Datasets of Large Time-Series Models	45	Emerging	526	Jupyter Notebook
76	adamvvu/tsfracdiff Efficient and easy to use fractional differentiation transformations for...	45	Emerging	22	Python
77	getml/getml-community Fast, high-quality forecasts on relational and multivariate time-series data...	45	Emerging	234	C++
78	sktime/sktime-dl DEPRECATED, now in sktime - companion package for deep learning based on TensorFlow	45	Emerging	599	Python
79	TongjiFinLab/FinTSB FinTSB: A Comprehensive and Practical Benchmark for Financial Time Series...	45	Emerging	121	Python
80	NorskRegnesentral/skchange skchange provides sktime-compatible change detection and changepoint-based...	44	Emerging	41	Python
81	songqiang321/Time-Series-Papers This is a repository for collecting papers and code in time series domain.	44	Emerging	41	—
82	ermshaua/time-series-segmentation-benchmark This repository contains the time series segmentation benchmark (TSSB).	44	Emerging	82	Jupyter Notebook
83	equinor/TimeSeriesAnalysis Library for dynamic time-series modeling, identification and simulation....	44	Emerging	20	C#
84	tinkoff-ai/etna ETNA – Time-Series Library	44	Emerging	883	Python
85	DAMO-DI-ML/AI-for-Time-Series-Papers-Tutorials-Surveys A professional list of Papers, Tutorials, and Surveys on AI for Time Series...	44	Emerging	166	—
86	cauchyturing/UCR_Time_Series_Classification_Deep_Learning_Baseline Fully Convlutional Neural Networks for state-of-the-art time series classification	43	Emerging	715	Python
87	functime-org/functime Time-series machine learning at scale. Built with Polars for embarrassingly...	43	Emerging	1,167	Python
88	jiwidi/time-series-forecasting-with-python A use-case focused tutorial for time series forecasting with python	43	Emerging	687	Jupyter Notebook
89	moraieu/query-selector LONG-TERM SERIES FORECASTING WITH QUERYSELECTOR – EFFICIENT MODEL OF SPARSEATTENTION	43	Emerging	74	Python
90	titu1994/LSTM-FCN Codebase for the paper LSTM Fully Convolutional Networks for Time Series...	43	Emerging	804	Python
91	HPCForge/Bubbleformer Bubbleformer: Forecasting Boiling with Transformers	43	Emerging	5	Jupyter Notebook
92	eddmpython/vectrix Zero-config time series forecasting for Python. 30+ models, auto selection,...	42	Emerging	14	Python
93	emadeldeen24/AdaTime [TKDD 2023] AdaTime: A Benchmarking Suite for Domain Adaptation on Time Series Data	42	Emerging	224	Python
94	JobNmadu/Dyn4cast Dynamic Modeling and Machine Learning Environment	42	Emerging	5	R
95	hendersontrent/theftdlc Analyse and interpret time-series features calculated from the theft R package	42	Emerging	5	R
96	business-science/timetk Time series analysis in the `tidyverse`	42	Emerging	638	R
97	LingFengGold/TimeDistill [KDD 2026] Official implementation of "TimeDistill: Efficient Long-Term Time...	42	Emerging	15	Python
98	benman1/time-series Time-Series models for multivariate and multistep forecasting, regression,...	42	Emerging	62	Python
99	itouchz/awesome-deep-time-series-representations A curated list of state-of-the-art papers on deep learning for universal...	42	Emerging	206	—
100	ai-fast-track/timeseries Time Series package for fastai v2	41	Emerging	96	Jupyter Notebook
101	FrancisArgnR/Time-series---deep-learning---state-of-the-art Scientific time series and deep learning state of the art	41	Emerging	282	—
102	ml-jku/mc-lstm Experiments with Mass Conserving LSTMs	41	Emerging	40	Python
103	vkhamesi/ocpdet 📦 A Python package for online changepoint detection, implementing...	41	Emerging	33	Python
104	MaxBenChrist/awesome_time_series_in_python This curated list contains python packages for time series analysis	41	Emerging	2,233	—
105	radrumond/timehetnet Learning complex time series forecasting models usually requires a large...	41	Emerging	44	Python
106	Aarhus-Psychiatry-Research/timeseriesflattener Converting irregularly spaced time series, such as eletronic health records,...	41	Emerging	19	Python
107	business-science/modeltime.h2o Forecasting with H2O AutoML. Use the H2O Automatic Machine Learning...	41	Emerging	45	R
108	himura467/tsfmx Multimodal extension for time series foundation models	41	Emerging	6	Python
109	trainindata/forecasting-with-machine-learning Code repository for the course "Forecasting with Machine Learning Models"	41	Emerging	29	Jupyter Notebook
110	ari-dasci/S-TSFE-DL Time Series Feature Extraction using Deep Learning	41	Emerging	63	Python
111	dongbeank/CATS [NeurIPS 2024] Official implementation of the paper "Are Self-Attentions...	40	Emerging	63	Python
112	skygazer42/ForeSight 一个轻量级、开箱即用的 Python 时间序列预测工具包，通过统一接口支持 250+ 种统计、机器学习与深度学习模型	40	Emerging	122	Python
113	kaelzhang/DA-RNN-in-Tensorflow-2-and-PyTorch A Tensorflow 2 (Keras) implementation of DA-RNN (A Dual-Stage...	40	Emerging	31	Jupyter Notebook
114	flaviagiammarino/deep-tcn-tensorflow TensorFlow implementation of DeepTCN model for probabilistic time series...	40	Emerging	40	Python
115	bet-lab/DeepTimeSeries Deep learning library for time series forecasting based on PyTorch	40	Emerging	5	Python
116	maxmekiska/imbrium Standard and Hybrid Deep Learning Multivariate-Multi-Step &...	39	Emerging	61	Python
117	flaviagiammarino/tcan-tensorflow TensorFlow implementation of TCAN model for multivariate time series...	39	Emerging	26	Python
118	cilab-ufersa/period_cycle_prediction PERIOD CYCLE PREDICTION©: Predictive Modeling of Menstrual Cycle Length: A...	39	Emerging	22	Python
119	fchavelli/tsseg A Python library for Time Series Segmentation	39	Emerging	5	Python
120	timetoai/TimeDiffusion Unified Framework for Multiple Time Series Tasks	38	Emerging	29	Python
121	flaviagiammarino/lstnet-tensorflow TensorFlow implementation of LSTNet model for multivariate time series forecasting.	38	Emerging	14	Python
122	RamiKrispin/atsaf Applied Time Series Analysis and Forecasting	38	Emerging	169	R
123	earthai-tech/k-diagram k-diagram: Rethinking Forecasting Uncertainty via Polar-based Visualization	38	Emerging	5	Python
124	pohl-michel/time-series-forecasting-with-UORO-RTRL-LMS-and-linear-regression Prediction of multidimensional time-series data using a recurrent neural...	38	Emerging	17	MATLAB
125	chotanansub/autotrend Adaptive local linear trend decomposition for time series analysis.	38	Emerging	8	Python
126	oguiza/Practical-Deep-Learning-Applied-to-Time-Series Practical Deep Learning resources for Time series analysis and forecasting	37	Emerging	84	Jupyter Notebook
127	stevinc/Transformer_Timeseries Pytorch code for Google's Temporal Fusion Transformer	37	Emerging	108	Python
128	zhangzw16/SageFormer Code for IoTJ 2024 paper "SageFormer: Series-Aware Framework for Long-Term...	37	Emerging	86	Python
129	mirkobunse/critdd Critical difference diagrams with Python and Tikz	37	Emerging	40	Python
130	puffinsoft/benchstreet The benchmark for financial time series forecasting.	37	Emerging	14	Python
131	lsds/Tempo Tempo is a system for declarative, efficient, end-to-end compiled dynamic...	37	Emerging	28	Python
132	flaviagiammarino/nbeats-tensorflow TensorFlow implementation of N-BEATS model for univariate time series forecasting.	37	Emerging	17	Python
133	mdsunivie/HARNet TensorFlow implementation of the HARNet model for realized volatility forecasting.	37	Emerging	28	Python
134	YashSharma/MultivariateTimeSeries Encoding Time Series as Images for Classification using CNNs	37	Emerging	15	Jupyter Notebook
135	sunsided/tensorflow-lstm-sin TensorFlow 1.3 experiment with LSTM (and GRU) RNNs for sine prediction	36	Emerging	53	Python
136	fchavelli/tsseg-eval A Python package to evaluate Time Series Segmentation (NeurIPS'25)	36	Emerging	5	Jupyter Notebook
137	FlorinAndrei/timeseries-forecasting-fourier-time-dummies Time series forecasting with Fourier-adjusted time dummies	36	Emerging	6	Jupyter Notebook
138	Bancie/TiLearn A Python library for machine scheduling.	36	Emerging	14	Python
139	zhangzw16/Tensor-Time-Series Papers and datasets for tensor time series.	35	Emerging	11	Python
140	VectorInstitute/forecasting-with-dl Overview of State-of-the-art Deep Learning Based Methods for Time Series Forecasting	35	Emerging	50	Jupyter Notebook
141	silaskoemen/NowcastPNN A library for epidemiological nowcasting using Probabilistic Neural Networks.	35	Emerging	3	Jupyter Notebook
142	oscar-defelice/TimeSeries-lectures This is a series of notebooks to support lectures on Time series analysis...	35	Emerging	14	Jupyter Notebook
143	ZhiningLiu1998/TimeFuse [ICML'25] Breaking Silos: Adaptive Model Fusion Unlocks Better Time Series...	34	Emerging	25	Python
144	ztxtech/Time-Evidence-Fusion-Network Official implementation of "Time Evidence Fusion Network: Multi-source View...	34	Emerging	104	Python
145	dream-faster/fold 🪁 A fast Adaptive Machine Learning library for Time-Series, that lets you...	34	Emerging	102	Python
146	DrSasanBarak/metats MetaTS \| Time Series Forecasting using Meta Learning	34	Emerging	42	Python
147	sheoyon-jhin/ANCDE Attentive Neural Controlled Differential Equations for Time-series...	33	Emerging	45	Python
148	tylerJPike/OOS Out-Of-Sample Time Series Forecasting: OOS introduces a comprehensive...	33	Emerging	11	R
149	Thrillcrazyer/JustDense Official Repository of JustDense: Just using Dense instead of Sequence...	33	Emerging	8	Python
150	Zero-coder/FECAM About Code release for "FECAM: Frequency Enhanced Channel Attention...	33	Emerging	154	Jupyter Notebook
151	business-science/gpu_accelerated_forecasting_modeltime_gluonts GPU-Accelerated Deep Learning for Time Series using Modeltime GluonTS...	33	Emerging	25	HTML
152	flaviagiammarino/lstm-fcn-pytorch PyTorch implementation of LSTM-FCN model for univariate time series classification.	32	Emerging	28	Python
153	yfzhang114/OneNet This is an official PyTorch implementation of the NeurIPS 2023 paper...	32	Emerging	126	Python
154	flaviagiammarino/brits-tensorflow TensorFlow implementation of BRITS model for multivariate time series...	32	Emerging	13	Python
155	ermshaua/window-size-selection This is the supporting website for the paper "Window Size Selection In...	32	Emerging	16	Jupyter Notebook
156	chulhongsung/time-series-forecasting Tutorial repository for time series forecasting models	32	Emerging	32	Python
157	grimmlab/ForeTiS Time Series Forecasting in Python	31	Emerging	15	Python
158	ML-KULeuven/PaTSEmb Transform time series to a pattern-based embedding	31	Emerging	3	Jupyter Notebook
159	Helloworld2345567/Google_TiDE_implementation An implementation of (Google）Long-term Time Series Forecasting with TiDE:...	31	Emerging	28	Jupyter Notebook
160	Hamid-Nasiri/VMD-MFRFNN VMD-MFRFNN	31	Emerging	58	MATLAB
161	ddz16/Preformer This repository contains the pytorch code for the 2023 ICASSP paper...	31	Emerging	45	Python
162	hendersontrent/Rcatch22 R package for calculation of 22 CAnonical Time-series CHaracteristics	31	Emerging	22	C
163	rakesh-yadav/PyTorch-RNN-Tutorial PyTorch tutorial for using RNN and Encoder-Decoder RNN for time series forecasting	31	Emerging	41	Jupyter Notebook
164	davidrsch/LSTM_RE App to carry out simple experiments of the use of LSTM networks in time...	31	Emerging	1	HTML
165	decisionintelligence/Aurora [ICLR 2026] Aurora: Towards Universal Generative Multimodal Time Series Forecasting	30	Emerging	26	Python
166	danny-701/LSTM-Time-Series-Forecasting 📊 Forecast time-series data using LSTM models in PyTorch; generate, train,...	30	Emerging	2	Python
167	dhopp1/nowcastLSTM R wrapper for nowcast_lstm Python library. Long short-term memory neural...	30	Emerging	13	R
168	Water2sea/WITRAN Official implement for "WITRAN:Water-wave Information Transmission and...	30	Emerging	35	Python
169	liaoyuhua/pretrained-time-series-model Pretrain a time series model from scratch.	30	Emerging	6	Jupyter Notebook
170	aitoralmeida/activity_segmentation Embedding-based real-time change point detection with application to...	29	Experimental	16	Python
171	intent-solutions-io/plugins-nixtla Nixtla time series forecasting plugins for Claude Code. StatsForecast,...	29	Experimental	6	Python
172	AmineOuerfellii/econometron A Python package for time series forecasting and economic analysis,...	29	Experimental	4	Python
173	Akai01/ngboostForecast Probabilistic Time Series Forecasting	29	Experimental	7	R
174	capolitsch/trendfiltering The state-of-the-art method for denoising 1D signals	29	Experimental	7	R
175	sunbus100/FreqMoE-main The official implementation of "FreqMoE: Enhancing Time Series Forecasting...	29	Experimental	45	Python
176	xmootoo/sss-official A framework for variable-length time series classification (VSTC) with local...	29	Experimental	4	Python
177	zqiao11/MSFT Multi-scale Finetuning for Encoder-based Time Series Foundation Models	28	Experimental	13	Python
178	AayushSameerShah/TimeSeries-Forecasting This repository contains my notes and how-to on time series forecasting with...	28	Experimental	10	Jupyter Notebook
179	mj-xmr/tsqsim Time Series Quick Simulator - able to perform time series analysis and to...	28	Experimental	8	C++
180	tangkai-RS/AnytimeFormer [RSE 2026] AnytimeFormer: Fusing irregular and asynchronous SAR-optical time...	28	Experimental	39	Jupyter Notebook
181	BTDLOZC-SJTU/TimeSeriesResearch 这个开源项目主要是对经典的时间序列预测算法论文进行复现，模型主要参考自GluonTS，框架主要参考自Informer	28	Experimental	131	Python
182	marcozanotti/tsforecasting-course Time Series Forecasting: Machine Learning and Deep Learning with R & Python	27	Experimental	5	HTML
183	flaviagiammarino/inception-time-pytorch PyTorch implementation of InceptionTime model for multivariate time series...	27	Experimental	13	Python
184	hubtru/LTBoost Boosted Hybrids of ensemble gradient algorithm for the long-term time series...	27	Experimental	17	Jupyter Notebook
185	Levi-Ackman/Leddam [ICML 2024] Official implementation of: "Revitalizing Multivariate Time...	27	Experimental	79	Python
186	Lethe4564518/TemporalFusionTransformer-model Temporal Fusion Transformer...	27	Experimental	7	Python
187	barbosarafael/multiple-time-series-forecast Projeções de múltiplas séries temporais, utilizando modelagem hierarquica	27	Experimental	16	Jupyter Notebook
188	yyalau/iclr2025_dsof This is the official repository for the ICLR 2025 Conference Paper - Fast...	26	Experimental	15	Python
189	LeonardoBerti00/TABL-Temporal-Attention-Augmented-Bilinear-Network-for-Financial-Time-Series-Data-Analysis Pytorch implementation of TABL from Temporal Attention Augmented Bilinear...	26	Experimental	8	Jupyter Notebook
190	dhopp1/nowcast_lstm_matlab MATLAB wrapper for nowcast_lstm python package	26	Experimental	3	MATLAB
191	00ber/multi-step-time-series-forecasting Multi-step Time Series Forecasting using LSTM	25	Experimental	6	Jupyter Notebook
192	yaelelmatad/RunTime-Public RunTime: intensity-free, TPP-aligned Transformer for probabilistic...	25	Experimental	7	Jupyter Notebook
193	Water2sea/TPGN Official implement for "PGN: The RNN’s New Successor is Effective for...	25	Experimental	97	Python
194	emptymalei/deep-learning time series forecasting with deep learning	25	Experimental	31	Python
195	pseudo-Skye/Time-Will-Tell A collection of tutorials covering the latest research in time series.	25	Experimental	8	HTML
196	marcozanotti/tsforecasting-dashboard Forecast App	25	Experimental	4	HTML
197	Hamid-Nasiri/Recurrent-Fuzzy-Neural-Network MFRFNN: Multi-Functional Recurrent Fuzzy Neural Network for Chaotic Time...	25	Experimental	72	MATLAB
198	LLeon360/Google-Decimeter-Challenge-23 Use Transformers to predict Time-Series smartphone positioning from GNSS data.	24	Experimental	5	Jupyter Notebook
199	Ali-hey-0/forecast-Attention-Model A deep learning framework for time series forecasting using attention...	24	Experimental	3	Python
200	Devazc/FALA A project that uses ARIMA and LSTM models to predict future outcomes based...	24	Experimental	5	Jupyter Notebook
201	Vineet214/TimeSeriesForecasting-LSTM Univariate Time Series Forecasting by LSTM	24	Experimental	4	Jupyter Notebook
202	AmirhosseinHonardoust/LSTM-Time-Series-Forecasting A hands-on project for forecasting time-series with PyTorch LSTMs. It...	24	Experimental	27	Python
203	taf-society/chronofeat Time-based feature engineering for forecasting in R. Formula-based...	23	Experimental	2	R
204	martostwo/Deep_Neural_Network_TimeSeries_Forecasting A deep neural network-based model for time series prediction.	23	Experimental	3	Jupyter Notebook
205	chirindaopensource/adaptive_dataflow_system_for_financial_time_series_synthesis End-to-End Python implementation of bi-level optimization for financial...	22	Experimental	1	Jupyter Notebook
206	Calvinxc1/StateSmoother PyTorch-based time-series state smoothing for tabular observations	22	Experimental	—	Jupyter Notebook
207	ztxtech/cep_ts This is an official PyTorch implementation of "Continuous Evolution Pool:...	22	Experimental	11	Python
208	levnikmyskin/that_metric_timeline That Metric Timeline (TMT) is a Python library aimed at the machine/deep...	22	Experimental	21	Python
209	Chan-dre-yi/POWER-CAST This project is a time series forecasting model using the Temporal Fusion...	22	Experimental	8	Jupyter Notebook
210	lucasrmendonca7/time-series-forecasting Time series forecasting of simulated sensor data using Exponential...	22	Experimental	—	Jupyter Notebook
211	MukundaKatta/SignalAI Time series signal processing — smoothing, peak detection, FFT analysis,...	22	Experimental	—	Python
212	kadzo325/cep_ts Continuous Evolution Pool: Taming Recurring...	22	Experimental	—	Python
213	Christiansada/Time-Series-Financial-Models Build Machine Learning Models, Finance Models, Research and Manage Portfolios	22	Experimental	1	Jupyter Notebook
214	khiddd/chronofeat 🕒 Create time-based features for your data with chronofeat, an R package...	22	Experimental	—	R
215	JamBelg/Time-Series-Forecasting-with-R with Kaggle data	22	Experimental	6	R
216	Vishisht16/PRESTO A novel deep transfer learning framework for forecasting NavIC satellite...	21	Experimental	2	Jupyter Notebook
217	dr-saad-la/timeseries-hub Comprehensive collection of time series forecasting models: from classical...	21	Experimental	3	Jupyter Notebook
218	ProjectTimeSeriesClassificationUniUlm/EnsembleBasedTSC Project based on the paper 'Deep Neural Network Ensembles for Time Series...	20	Experimental	5	TypeScript
219	jiaowoguanren0615/Time-Series-Models This is a warehouse for TimeSeries-pytorch-models, can be used to train your dataset	20	Experimental	5	Shell
220	dongbeank/LGA [ICLR 2026] Official implementation of the paper "Local Geometry Attention...	20	Experimental	4	Python
221	AAnzel/Polar-Diagrams-for-Model-Comparison "Interactive Polar Diagrams for Model Comparison" by Aleksandar Anžel,...	20	Experimental	6	Jupyter Notebook
222	KarryRen/MgRL-CE A study of time series prediction based on Multi-granularity Residual...	20	Experimental	6	Python
223	m6129/VKR Investigation of the capabilities of foundations models in the context of...	20	Experimental	5	Jupyter Notebook
224	geniuszly/GenTimeSeriesPredictor A causal convolutional neural network (CNN) model for predicting time series	20	Experimental	6	Python
225	ermshaua/classification-score-stream This is the supporting website for the paper "Raising the ClaSS of Streaming...	20	Experimental	8	Jupyter Notebook
226	fualsan/DeepTimeSeriesFromScratch Deep neural network models implemented from scratch in PyTorch for time...	20	Experimental	7	Jupyter Notebook
227	msabr027/time_complexity The objective is to build a library to be able to estimate time complexity...	20	Experimental	6	Python
228	0-mostafa-rezaee-0/LSTM__Long-Short-Term-Memory Practical implementation of Long Short-Term Memory (LSTM) networks for time...	19	Experimental	2	Jupyter Notebook
229	michelelagreca/Classification-Of-Time-Series-Using-RNN Second challenge of the 'Artificial Neural Networks and Deep Learning'...	19	Experimental	3	Jupyter Notebook
230	leo27heady/TempVerseFormer Implementation of the TempVerseFormer, a novel deep learning architecture...	19	Experimental	3	Python
231	phuijse/irregular_ts_transformers Transformer architectures for irregulary sampled time series classification	19	Experimental	4	Jupyter Notebook
232	pohl-michel/Time-series-prediction-with-an-RNN-trained-with-RTRL Multidimensional time-series data prediction with a recurrent neural network...	19	Experimental	4	MATLAB
233	mimanchi-dongze/TimeMixer-ME TimeMixer_ME是一个基于TimeMixer创新的深度学习模型，专门用于处理复杂的时间序列任务。该模型采用多尺度记忆增强机制，能够有效处理长期依赖...	19	Experimental	—	Python
234	SahanDisa/time-series For Time Series Analysis	19	Experimental	3	—
235	jose-gilberto/deeptime Set of deep learning models for supervised and semi-supervised learning...	18	Experimental	2	Python
236	NamanKr24/ForecastForge Hybrid framework combining ML, deep learning, and ensemble methods for...	18	Experimental	1	Jupyter Notebook
237	Shreek195/lstm-gru-sequence-prediction A deep learning project for sequential data prediction using windowing. ...	17	Experimental	—	Jupyter Notebook
238	riadcse/Time-Series-and-Holt-Winter-Method Time Series and Holt Winter Method in Python	17	Experimental	1	Jupyter Notebook
239	0-mostafa-rezaee-0/Time_Series_Analysis Models: AR - MA - ARMA - ARIMA - SARIMA - LSTM	17	Experimental	1	HTML
240	mlnjsh/timesage The Wise Time Series Library — Beautiful EDA, All Models, Plain-English...	17	Experimental	1	Jupyter Notebook
241	eddisonpham/StonkBench Unified Benchmark for Synthetic Data Generation in Financial Time Series (SDGFTS)	15	Experimental	2	Jupyter Notebook
242	Thableaddles57/time-series-forecasting Advanced time series forecasting models (ARIMA, Prophet, LSTM) for various...	14	Experimental	—	Python
243	mzquadri/Time-Series-Streamflow-Forecasting Streamflow time series forecasting with ARIMA, XGBoost, and Prophet...	14	Experimental	—	Python
244	Witurpred64/Time-Series-Forecasting-Models Collection of models and techniques for time series analysis, forecasting,...	14	Experimental	—	Python
245	Bezehard/taylor_series The "taylor_series" project provides a simple implementation of Taylor...	14	Experimental	—	Jupyter Notebook
246	Scontel/time-series-forecasting-models Comparative analysis and implementation of various time series forecasting...	14	Experimental	—	Python
247	aminKMT/RNN-LastMile PyTorch LSTM notebooks for last-mile delivery ETA prediction.	13	Experimental	—	Jupyter Notebook
248	jaychampaneri14/lstm-time-series LSTM for multivariate time series prediction	13	Experimental	—	—
249	harshalsp0011/temperature-timeseries-ml Comparative time series forecasting using ARIMA and LSTM neural networks for...	13	Experimental	—	Jupyter Notebook
250	razivzulfikar24/Egg-Price-Prediction Comparative Study of Deep Learning Time Series on Predicting Egg Price (GRU,...	13	Experimental	—	Jupyter Notebook
251	Flat-Earther/RNN-TimeSeries Analysis of multi-feature time series using recurrent neural networks with...	13	Experimental	—	Jupyter Notebook
252	whyisshizai/LSTM-Transformer-Time-Series-Forecasting A Hybrid LSTM-Transformer Network for Local and Global Planning	13	Experimental	10	Python
253	timetoai/TimeDiffusion_forecasting Research Project on time-series forecasting	12	Experimental	6	Jupyter Notebook
254	romavini/RBF-forecast A time-series forecasting algorithm based in Radial Basis Function Neural...	11	Experimental	3	MATLAB
255	JTP75/Time-Series-Forecasting-UPMC Machine Learning-based research for UPMC	11	Experimental	3	MATLAB
256	Yash22222/TERRORIST-ACTIVITY-FORECASTING-AND-RISK-ASSESSMENT-SYSTEM In an era marked by global security challenges, the "TAFRAS" emerges as a...	11	Experimental	4	HTML
257	BorDch/time-series-forecasting-analytics End-to-end time series analysis: classical econometrics, ML forecasting &...	11	Experimental	—	HTML
258	MarcoBendinelli/Time-Series-Classification-with-Neural-Networks This project employs Deep Learning for Time Series Classification, exploring...	11	Experimental	—	Jupyter Notebook
259	sunsided/arima Experiments on AR(p)/MA(q) processes in MATLAB.	11	Experimental	4	MATLAB
260	MuhammadHilmyPutraRisma/temperature-torecast-sarima Python code for forecasting the monthly average temperature in Philadelphia...	11	Experimental	2	Jupyter Notebook
261	andreabellome/time_series_forecasting This folder contains notebooks to perform perliminary data analysis and...	11	Experimental	—	Jupyter Notebook
262	martostwo/Deep_Temporal_Transformer_TimeSeries_Forecasting A proposal for a new architecture for time series prediction based on Transformers.	11	Experimental	3	Jupyter Notebook
263	jmdha/shapeon A time series analysis method using Shapelets and Fischer Linear Discriminant.	11	Experimental	—	C++
264	HungPhamNoob/basic-time-series-forecasting A repository for INT3209E_1 Data Mining course	11	Experimental	2	Jupyter Notebook
265	pseudo-Skye/Series-ly-Mathematical A series of serious math tutorials for time series 📈	11	Experimental	4	—
266	mmuratardag/DS_ts_gTrends_ideology applications of univariate & multivariate times series with machine and deep...	11	Experimental	—	R
267	Levi-Ackman/Rebutall_ICML2024 An Anonymized link for reviewer to further explore paper: Revitalizing...	10	Experimental	2	—

Comparisons in this category

tslearn and Time-Series-Library (78 vs 62) sktime and skforecast (85 vs 71) statsforecast and pytorch-forecasting (76 vs 67) neuralforecast and pytorch-forecasting (81 vs 67) skforecast and pytorch-forecasting (71 vs 67) statsforecast and skforecast (76 vs 71) statsforecast and mlforecast (76 vs 76) neuralforecast and skforecast (81 vs 71) neuralforecast and mlforecast (81 vs 76) statsforecast and scalecast (76 vs 63)

Time Series Forecasting ML Frameworks

Continuous Evolution Pool: Taming Recurring...

Comparisons in this category