forecasting

There are 75 repositories under forecasting topic.

facebook / prophet
Tool for producing high quality forecasts for time series data that has multiple seasonality with linear or non-linear growth.
forecasting python r
Language:Python 19605
NVIDIA / DeepLearningExamples
State-of-the-Art Deep Learning scripts organized by models - easy to train and deploy with reproducible accuracy and performance on enterprise-grade infrastructure.
computer-vision deep-learning drug-discovery forecasting large-language-models mxnet paddlepaddle pytorch recommender-systems speech-recognition speech-synthesis tensorflow tensorflow2 translation nlp
Language:Jupyter Notebook 14484
statsmodels / statsmodels
Statsmodels: statistical modeling and econometrics in Python
python statistics econometrics data-analysis generalized-linear-models timeseries-analysis regression-models count-model data-science forecasting hypothesis-testing prediction robust-estimation
Language:Python 10947
autogluon
autogluon / autogluon
Fast and Accurate ML in 3 Lines of Code
automl machine-learning data-science deep-learning ensemble-learning computer-vision natural-language-processing structured-data object-detection gluon transfer-learning pytorch automated-machine-learning scikit-learn autogluon tabular-data hyperparameter-optimization time-series forecasting python
Language:Python 9387
sktime
sktime / sktime
A unified framework for machine learning with time series
time-series machine-learning scikit-learn time-series-classification time-series-regression forecasting time-series-analysis data-science data-mining hacktoberfest ai anomaly-detection changepoint-detection sktime time-series-segmentation
Language:Python 9254
unit8co / darts
A python library for user-friendly forecasting and anomaly detection on time series.
anomaly-detection data-science deep-learning forecasting machine-learning python time-series
Language:Python 8892
awesome-project-ideas
NirantK / awesome-project-ideas
Curated list of Machine Learning, NLP, Vision, Recommender Systems Project Ideas
deep-learning forecasting machine-learning classification series-forecasting image-classification awesome-list awesome dataset multi-label-classification
8637
postgresml / postgresml
Postgres with GPUs for ML/AI apps.
ml machine-learning ai ann artificial-intelligence classification embeddings knn llm postgres rag regression sql vector-database approximate-nearest-neighbor-search clustering forecasting
Language:Rust 6479
zhouhaoyi / Informer2020
The GitHub repository for the paper "Informer" accepted by AAAI 2021.
deep-learning self-attention time-series pytorch forecasting transformer
Language:Python 6174
timeseriesAI / tsai
Time series Timeseries Deep Learning Machine Learning Python Pytorch fastai | State-of-the-art Deep Learning library for Time Series and Sequences in Pytorch / fastai
time-series-classification deep-learning fastai pytorch timeseries time-series sequential time-series-analysis transformer cnn rnn state-of-the-art self-supervised classification regression forecasting inceptiontime rocket machine-learning python
Language:Jupyter Notebook 5790
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 5003
Nixtla / statsforecast
Lightning ⚡️ fast forecasting with statistical and econometric models.
arima automl baselines data-science econometrics ets exponential-smoothing fbprophet forecasting machine-learning mstl naive neuralprophet predictions prophet python seasonal-naive statistics theta time-series
Language:Python 4505
sktime / pytorch-forecasting
Time series forecasting with PyTorch
pytorch forecasting gpu uncertainty timeseries-forecasting pytorch-lightning deep-learning neural-networks timeseries machine-learning pandas python ai artifical-intelligense data-science temporal
Language:Python 4504
salesforce / Merlion
Merlion: A Machine Learning Framework for Time Series Intelligence
time-series anomaly-detection forecasting machine-learning benchmarking automl ensemble-learning
Language:Python 4246
neural_prophet
ourownstory / neural_prophet
NeuralProphet: A simple forecasting package
forecasting time-series machine-learning fbprophet prophet forecast artificial-intelligence prediction trend seasonality autoregression pytorch timeseries forecasting-algorithm forecasting-model neuralprophet neural neural-network python deep-learning
Language:Python 4169
Nixtla / neuralforecast
Scalable and user friendly neural :brain: forecasting algorithms.
deep-learning forecasting esrnn nbeats nbeatsx time-series pytorch transformer nhits neural-network machine-learning deep-neural-networks deepar tft robust-regression hierarchical-forecasting probabilistic-forecasting baselines baselines-zoo hint
Language:Python 3736
chronos-forecasting
amazon-science / chronos-forecasting
Chronos: Pretrained 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 3626
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 2930
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
2863
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 2303
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 2230
orbit
uber / orbit
A Python package for Bayesian forecasting with object-oriented design and probabilistic models under the hood.
python forecasting bayesian exponential-smoothing pyro stan pystan probabilistic-programming probabilistic forecast orbit time-series regression arima changepoint bayesian-methods bayesian-statistics machine-learning regression-models pytorch
Language:Python 1995
PyPOTS
WenjieDu / PyPOTS
A Python toolkit/library for reality-centric machine/deep learning and data mining on partially-observed time series, including SOTA neural network models for scientific analysis tasks of imputation/classification/clustering/forecasting/anomaly detection/cleaning on incomplete industrial (irregularly-sampled) multivariate TS with NaN missing values
time-series data-mining deep-learning missing-values anomaly-detection classification clustering forecasting generation imputation machine-learning pytorch data-analysis data-science neural-networks
Language:Python 1751
pmdarima
alkaline-ml / pmdarima
A statistical library designed to fill the void in Python's time series analysis capabilities, including the equivalent of R's auto.arima function.
arima time-series forecasting forecasting-models python econometrics pmdarima machine-learning sarimax
Language:Python 1673
qingsongedu / awesome-AI-for-time-series-papers
A professional list of Papers, Tutorials, and Surveys on AI for Time Series in top AI conferences and journals.
anomalydetection awesome awesome-list changepoint-detection classification data-mining deep-learning forecasting machine-learning missing-data signal-processing spatio-temporal-analysis temporal-models temporal-point-processes timeseries timeseries-analysis timeseries-forecasting timeseries-prediction timeseriesclassification tutorial
1514
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 1487
scorpionhiccup / StockPricePrediction
Stock Price Prediction using Machine Learning Techniques
machine-learning supervised-learning stock-price-forecasting forecasting rnn lstm lstm-neural-networks video concept-video analysis
Language:Jupyter Notebook 1473
bashtage / arch
ARCH models in Python
adf arch bootstrap df-gls dickey-fuller finance financial-econometrics forecasting garch model-confidence-set multiple-comparison-procedures phillips-perron reality-check risk spa time-series unit-root variance volatility
Language:Python 1441
skforecast
skforecast / skforecast
Time series forecasting with machine learning models
forecasting scikit-learn machine-learning python data-science exogenous-predictors time-series direct-forecasting multi-series-forecasting multi-step-forecasting backtesting-forecasters quantile-forecasting multiple-time-series-forecasting arima sarimax lightgbm probabilistic-forecasting xgboost autoregressive-forecasting lstm-neural-networks
Language:Jupyter Notebook 1366
AutoTS
winedarksea / AutoTS
Automated Time Series Forecasting
time-series machine-learning automl autots forecasting deep-learning preprocessing feature-engineering
Language:Python 1321
django-ledger
arrobalytics / django-ledger
Django Ledger is a double entry accounting system and financial analysis engine built on the Django Web Framework.
finance django django-framework django-application django-project accounting forecasting ledger-journal bookkeeping cashmanagement financial-analysis-engine entities django-ledger financial quickbooks
Language:Python 1223
robjhyndman / forecast
Forecasting Functions for Time Series and Linear Models
cran forecast forecasting r
Language:R 1151
qingsongedu / Awesome-TimeSeries-SpatioTemporal-LM-LLM
A professional list on Large (Language) Models and Foundation Models (LLM, LM, FM) for Time Series, Spatiotemporal, and Event Data.
anomalydetection autoscaling deeplearning forecasting foundation-models large-language-models large-models machinelearning pre-training rca timeseries
1135
functime-org / functime
Time-series machine learning at scale. Built with Polars for embarrassingly parallel feature extraction and forecasts on panel data.
feature-engineering forecasting machine-learning panel-data polars python time-series
Language:Python 1133
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 1090
Nixtla / mlforecast
Scalable machine 🤖 learning for time series forecasting.
forecast forecasting machine-learning lightgbm xgboost dask python time-series
Language:Python 1065