time-series-forecasting

There are 101 repositories under time-series-forecasting topic.

gluonts
awslabs / gluonts
Probabilistic time series modeling in Python
time-series deep-learning forecasting neural-networks machine-learning time-series-prediction time-series-forecasting mxnet pytorch aws sagemaker timeseries artificial-intelligence data-science torch
Language:Python 4338
Alro10 / deep-learning-time-series
List of papers, code and experiments using deep learning for time series forecasting
time-series-forecasting lstm-neural-networks lstm deep-learning forecasting-models prediction python3 pytorch tensorflow series-forecasting series-classification time-series time-series-prediction time-series-classification forecasting-competitions demand-forecasting recurrent-neural-networks series-analysis sales-forecasting deep-neural-networks
Language:Jupyter Notebook 2451
curiousily / Getting-Things-Done-with-Pytorch
Jupyter Notebook tutorials on solving real-world problems with Machine Learning & Deep Learning using PyTorch. Topics: Face detection with Detectron 2, Time Series anomaly detection with LSTM Autoencoders, Object Detection with YOLO v5, Build your first Neural Network, Time Series forecasting for Coronavirus daily cases, Sentiment Analysis with BER
pytorch deep-learning machine-learning computer-vision object-detection face-detection face-recognition time-series time-series-forecasting coronavirus tutorial lstm anomaly-detection time-series-anomaly-detection bert sentiment-analysis transformer nlp transfer-learning yolo
Language:Jupyter Notebook 2254
qingsongedu / time-series-transformers-review
A professionally curated list of awesome resources (paper, code, data, etc.) on transformers in time series.
timeseries transformer forecasting anomalydetection classification timeseries-analysis time-series time-series-forecasting machine-learning deep-learning awesome survey transformers review
2135
flow-forecast
AIStream-Peelout / flow-forecast
Deep learning PyTorch library for time series forecasting, classification, and anomaly detection (originally for flood forecasting).
deep-learning pytorch time-series-forecasting time-series transfer-learning deep-neural-networks transformer forecasting lstm time-series-regression state-of-the-art-models anomaly-detection time-series-analysis hacktoberfest
Language:Python 1915
cure-lab / LTSF-Linear
[AAAI-23 Oral] Official implementation of the paper "Are Transformers Effective for Time Series Forecasting?"
deep-learning forecasting forecasting-model linear-models pytorch time-series time-series-forecasting time-series-prediction aaai aaai2023
Language:Python 1807
amazon-science / chronos-forecasting
Chronos: Pretrained (Language) Models for Probabilistic Time Series Forecasting
forecasting large-language-models llm machine-learning time-series foundation-models pretrained-models time-series-forecasting timeseries artificial-intelligence huggingface huggingface-transformers transformers
Language:Python 1782
Nixtla / nixtla
TimeGPT-1: production ready pre-trained Time Series Foundation Model for forecasting and anomaly detection. Generative pretrained transformer for time series trained on over 100B data points. It's capable of accurately predicting various domains such as retail, electricity, finance, and IoT with just a few lines of code 🚀.
time-series time-series-forecasting machine-learning deep-learning forecasting gpt generative-ai-time-series timegpt anomaly-detection artificial-intelligence gpts llm
Language:Jupyter Notebook 1630
ddz16 / TSFpaper
This repository contains a reading list of papers on Time Series Forecasting/Prediction (TSF) and Spatio-Temporal Forecasting/Prediction (STF). These papers are mainly categorized according to the type of model.
deep-learning time-series time-series-analysis time-series-forecasting time-series-prediction deep-neural-networks paper-lists rnn tcn time-series-models transformer spatial-temporal-forecasting spatio-temporal spatio-temporal-data spatio-temporal-prediction
1439
time-series-foundation-models / lag-llama
Lag-Llama: Towards Foundation Models for Probabilistic Time Series Forecasting
forecasting foundation-models time-series time-series-forecasting timeseries timeseries-forecasting llama time-series-prediction time-series-transformer transformers lag-llama
Language:Python 1003
curiousily / Deep-Learning-For-Hackers
Machine Learning tutorials with TensorFlow 2 and Keras in Python (Jupyter notebooks included) - (LSTMs, Hyperameter tuning, Data preprocessing, Bias-variance tradeoff, Anomaly Detection, Autoencoders, Time Series Forecasting, Object Detection, Sentiment Analysis, Intent Recognition with BERT)
deep-learning tensorflow machine-learning artificial-intelligence python keras neural-networks jupyter-notebooks tensorflow-tutorial lstms autoencoders object-detection image-augmentation time-series-forecasting time-series-classification anomaly-detection sentiment-analysis intent-recognition bert
Language:Jupyter Notebook 993
kwuking / TimeMixer
[ICLR 2024] Official implementation of "TimeMixer: Decomposable Multiscale Mixing for Time Series Forecasting"
deep-learning machine-learning time-series time-series-forecasting
Language:Python 890
cuge1995 / awesome-time-series
list of papers, code, and other resources
time-series time-series-forecasting time-series-prediction series-forecasting spatio-temporal
874
KimMeen / Time-LLM
[ICLR 2024] Official implementation of " 🦙 Time-LLM: Time Series Forecasting by Reprogramming Large Language Models"
cross-modal-learning cross-modality deep-learning language-model large-language-models machine-learning multimodal-deep-learning multimodal-time-series prompt-tuning time-series time-series-analysis time-series-forecast time-series-forecasting
Language:Python 827
thuml / iTransformer
Official implementation for "iTransformer: Inverted Transformers Are Effective for Time Series Forecasting" (ICLR 2024 Spotlight), https://openreview.net/forum?id=JePfAI8fah
time-series-forecasting transformer
Language:Python 795
LongxingTan / Time-series-prediction
tfts: Time Series Deep Learning Models in TensorFlow
tensorflow seq2seq wavenet tf2 time-series transformer deep-learning machine-learning forecasting prediction data-science python time-series-forecasting regression tcn timeseries keras ai neural-network
Language:Python 792
datamonday / Time-Series-Analysis-Tutorial
时间序列分析教程
time-series-analysis time-series-forecasting python3
Language:Jupyter Notebook 712
lixus7 / Time-Series-Works-Conferences
Time-Series Work Summary in CS Top Conferences (NIPS, ICML, ICLR, KDD, AAAI, WWW, IJCAI, CIKM, ICDM, ICDE, etc.)
time-series deep-learning spatio-temporal paper-list traffic-prediction spatio-temporal-prediction spatio-temporal-data spatio-temporal-modeling location travel-time-prediction demand-forecasting anomaly-detection multivariate-timeseries probabilistic-models time-series-forecasting time-series-prediction time-series-imputation accident-detection
686
eland
elastic / eland
Python Client and Toolkit for DataFrames, Big Data, Machine Learning and ETL in Elasticsearch
python elasticsearch pandas data-analysis machine-learning time-series-forecasting etl big-data dataframe eland scikit-learn lightgbm dataframes
Language:Python 617
jiwidi / time-series-forecasting-with-python
A use-case focused tutorial for time series forecasting with python
time-series time-series-analysis time-series-forecasting time-series-prediction python python-time-series machine-learning
Language:Jupyter Notebook 615
sktime / sktime-dl
DEPRECATED, now in sktime - companion package for deep learning based on TensorFlow
deep-learning time-series machine-learning scikit-learn panel-data longitudinal-data neural-networks time-series-classification time-series-regression time-series-forecasting
Language:Python 600
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 forecasting temporal-networks time-series time-series-analysis time-series-forecasting
Language:Python 599
Nixtla / hierarchicalforecast
Probabilistic Hierarchical forecasting 👑 with statistical and econometric methods.
econometrics forecasting forecasting-models statistics time-series coherent hierarchical hierarchical-forecast bottomup erm mint topdown reconciliation middleout permbu python time-series-forecasting timeseries probabilistic-models baselines
Language:Python 526
EvilPsyCHo / Deep-Time-Series-Prediction
Seq2Seq, Bert, Transformer, WaveNet for time series prediction.
attention wavenet seq2seq time-series-forecasting series-prediction regression deep-learning toturial pytorch lstm kaggle bert
Language:Python 524
lmmentel / awesome-time-series
Resources for working with time series and sequence data
time-series python machine-learning time-series-analysis anomaly-detection database time-series-forecasting time-series-prediction time-series-classification time-series-database time-series-data-mining
479
cure-lab / Awesome-time-series
A comprehensive survey on the time series domains
time-series time-series-forecasting time-series-analysis time-series-classification time-series-prediction anomaly-detection
473
load_forecasting
pyaf / load_forecasting
Forecasting electric power load of Delhi using ARIMA, RNN, LSTM, and GRU models
machine-learning rnn lstm gru arima wma ses sma electric-load-forecasting time-series-forecasting
Language:Jupyter Notebook 466
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.
time-series-forecasting time-series-models time-series-analysis nbeats nhits paddlets paddlepaddle deepar ts2vec informer cost n-beats n-hits time-series-representation-learning time-series-anomaly-detection
Language:Python 455
SalesforceAIResearch / uni2ts
Unified Training of Universal Time Series Forecasting Transformers
deep-learning forecasting machine-learning pre-trained-models pre-training representation-learning time-series time-series-forecasting transformers universal-forecasting
Language:Jupyter Notebook 445
KimMeen / Awesome-GNN4TS
📈 Awesome resources related to GNNs for Time Series Analysis (GNN4TS) 🔥 https://arxiv.org/abs/2307.03759
dynamic-graphs graph-neural-networks graph-structure-learning spatial-temporal-data spatial-temporal-forecasting temporal-data temporal-graphs time-series-analysis time-series-anomaly-detection time-series-classification time-series-forecasting time-series-imputation awesome survey time-series
441
DaoSword / Time-Series-Forecasting-and-Deep-Learning
Resources about time series forecasting and deep learning.
deep-learning time-series-forecasting forecasting machine-learning time-series data-science series-data series-forecasting
413
Thinklab-SJTU / Crossformer
Official implementation of our ICLR 2023 paper "Crossformer: Transformer Utilizing Cross-Dimension Dependency for Multivariate Time Series Forecasting"
deep-learning time-series-forecasting transformers
Language:Python 372
lucidrains / iTransformer
Unofficial implementation of iTransformer - SOTA Time Series Forecasting using Attention networks, out of Tsinghua / Ant group
artificial-intelligence attention-mechanisms deep-learning time-series-forecasting transformers
Language:Python 347
salesforce / DeepTime
PyTorch code for Learning Deep Time-index Models for Time Series Forecasting (ICML 2023)
deep-learning forecasting meta-learning time-series time-series-forecasting time-series-regression implicit-neural-representation
Language:Python 343
damitkwr / ESRNN-GPU
PyTorch GPU implementation of the ES-RNN model for time series forecasting
forecasting pytorch deep-learning time-series-forecasting es-rnn deep-forecasting
Language:Python 316
advaitsave / Introduction-to-Time-Series-forecasting-Python
Introduction to time series preprocessing and forecasting in Python using AR, MA, ARMA, ARIMA, SARIMA and Prophet model with forecast evaluation.
time-series forecasting python arima sarima arma prophet-model series-forecasting-python series-preprocessing forecast-evaluation time-series-forecasting preprocessing stationarity dickey-fuller seasonality
Language:Jupyter Notebook 306

time-series-forecasting

awslabs / gluonts

Alro10 / deep-learning-time-series

curiousily / Getting-Things-Done-with-Pytorch

qingsongedu / time-series-transformers-review

AIStream-Peelout / flow-forecast

cure-lab / LTSF-Linear

amazon-science / chronos-forecasting

Nixtla / nixtla

ddz16 / TSFpaper

time-series-foundation-models / lag-llama

curiousily / Deep-Learning-For-Hackers

kwuking / TimeMixer

cuge1995 / awesome-time-series

KimMeen / Time-LLM

thuml / iTransformer

LongxingTan / Time-series-prediction

datamonday / Time-Series-Analysis-Tutorial

lixus7 / Time-Series-Works-Conferences

elastic / eland

jiwidi / time-series-forecasting-with-python

sktime / sktime-dl

cure-lab / SCINet

Nixtla / hierarchicalforecast

EvilPsyCHo / Deep-Time-Series-Prediction

lmmentel / awesome-time-series

cure-lab / Awesome-time-series

pyaf / load_forecasting

PaddlePaddle / PaddleTS

SalesforceAIResearch / uni2ts

KimMeen / Awesome-GNN4TS

DaoSword / Time-Series-Forecasting-and-Deep-Learning

Thinklab-SJTU / Crossformer

lucidrains / iTransformer

salesforce / DeepTime

damitkwr / ESRNN-GPU

advaitsave / Introduction-to-Time-Series-forecasting-Python