Topic: forecasting Goto Github

👇 Here are 2113 public repositories matching this topic...

aeon-toolkit / aeon
forecasting,A toolkit for machine learning from time series
Organization: aeon-toolkit
Home Page: https://aeon-toolkit.org/
data-mining data-science forecasting machine-learning scikit-learn time-series time-series-analysis time-series-classification time-series-clustering time-series-regression

aistream-peelout / flow-forecast
forecasting,Deep learning PyTorch library for time series forecasting, classification, and anomaly detection (originally for flood forecasting).
Organization: aistream-peelout
Home Page: https://flow-forecast.atlassian.net/wiki/spaces/FF/overview
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

alkaline-ml / pmdarima
forecasting,A statistical library designed to fill the void in Python's time series analysis capabilities, including the equivalent of R's auto.arima function.
Organization: alkaline-ml
Home Page: https://www.alkaline-ml.com/pmdarima
arima time-series forecasting forecasting-models python econometrics pmdarima machine-learning sarimax

amazon-science / chronos-forecasting
forecasting,Chronos: Pretrained (Language) Models for Probabilistic Time Series Forecasting
Organization: amazon-science
Home Page: https://arxiv.org/abs/2403.07815
forecasting large-language-models llm machine-learning time-series foundation-models pretrained-models time-series-forecasting timeseries artificial-intelligence

arrobalytics / django-ledger
forecasting,Django Ledger is a double entry accounting system built on the Django Web Framework.
Organization: arrobalytics
Home Page: https://www.djangoledger.com
accounting bookkeeping cashmanagement django django-application django-framework django-ledger django-project entities finance financial financial-analysis-engine forecasting ledger-journal quickbooks

autogluon / autogluon
forecasting,Fast and Accurate ML in 3 Lines of Code
Organization: autogluon
Home Page: https://auto.gluon.ai/
automl machine-learning data-science deep-learning ensemble-learning computer-vision natural-language-processing structured-data object-detection gluon

awslabs / gluonts
forecasting,Probabilistic time series modeling in Python
Organization: awslabs
Home Page: https://ts.gluon.ai
time-series deep-learning forecasting neural-networks machine-learning time-series-prediction time-series-forecasting mxnet pytorch aws

bashtage / arch
forecasting,ARCH models in Python
User: bashtage
arch volatility bootstrap multiple-comparison-procedures forecasting risk financial-econometrics time-series unit-root dickey-fuller

business-science / timetk
forecasting,Time series analysis in the `tidyverse`
Organization: business-science
Home Page: https://business-science.github.io/timetk/
time-series timeseries tidyverse dplyr tidyquant tidy tibble coercion-functions time forecasting

cure-lab / ltsf-linear
forecasting,[AAAI-23 Oral] Official implementation of the paper "Are Transformers Effective for Time Series Forecasting?"
Organization: cure-lab
deep-learning forecasting forecasting-model linear-models pytorch time-series time-series-forecasting time-series-prediction aaai aaai2023

cure-lab / scinet
forecasting,The GitHub repository for the paper: “Time Series is a Special Sequence: Forecasting with Sample Convolution and Interaction“. (NeurIPS 2022)
Organization: cure-lab
deep-neural-networks forecasting temporal-networks time-series time-series-analysis time-series-forecasting

facebook / prophet
forecasting,Tool for producing high quality forecasts for time series data that has multiple seasonality with linear or non-linear growth.
Organization: facebook
Home Page: https://facebook.github.io/prophet
forecasting r python

functime-org / functime
forecasting,Time-series machine learning at scale. Built with Polars for embarrassingly parallel feature extraction and forecasts on panel data.
Organization: functime-org
Home Page: https://docs.functime.ai
forecasting machine-learning python time-series polars feature-engineering panel-data

jdb78 / pytorch-forecasting
forecasting,Time series forecasting with PyTorch
User: jdb78
Home Page: https://pytorch-forecasting.readthedocs.io/
pytorch forecasting gpu uncertainty timeseries-forecasting pytorch-lightning deep-learning neural-networks timeseries machine-learning

joaquinamatrodrigo / skforecast
forecasting,Time series forecasting with scikit-learn models
User: joaquinamatrodrigo
Home Page: https://skforecast.org
forecasting scikit-learn machine-learning python data-science exogenous-predictors time-series direct-forecasting multi-series-forecasting multi-step-forecasting

julesbelveze / time-series-autoencoder
forecasting,PyTorch Dual-Attention LSTM-Autoencoder For Multivariate Time Series
User: julesbelveze
autoencoder lstm-autoencoder attention-mechanisms time-series multivariate-timeseries pytorch forecasting

kennethleungty / failed-ml
forecasting,Compilation of high-profile real-world examples of failed machine learning projects
User: kennethleungty
Home Page: https://towardsdatascience.com/when-ai-goes-astray-high-profile-machine-learning-mishaps-in-the-real-world-26bd58692195
ai artificial-intelligence classification computer-vision data-engineering data-quality data-science deep-learning failed-data-science failed-machine-learning failed-ml fml forecasting machine-learning ml natural-language-processing production recsys regression

longxingtan / time-series-prediction
forecasting,tfts: Time Series Deep Learning Models in TensorFlow
User: longxingtan
Home Page: https://time-series-prediction.readthedocs.io/en/latest/
tensorflow seq2seq wavenet tf2 time-series transformer deep-learning machine-learning forecasting prediction

mindsdb / mindsdb
forecasting,The platform for customizing AI from enterprise data
Organization: mindsdb
Home Page: https://mindsdb.com
ml artificial-intelligence hacktoberfest mysql huggingface llm ai mongodb postgres timeseries

nilmtk / nilmtk
forecasting,Non-Intrusive Load Monitoring Toolkit (nilmtk)
Organization: nilmtk
Home Page: http://nilmtk.github.io
disaggregation python nilm energy forecasting algorithms ipython-notebook energy-disaggregation nilmtk nilm-algorithms

nirantk / awesome-project-ideas
forecasting,Curated list of Machine Learning, NLP, Vision, Recommender Systems Project Ideas
User: nirantk
Home Page: http://www.nirantk.com/awesome-project-ideas/
deep-learning forecasting machine-learning classification series-forecasting image-classification awesome-list awesome dataset multi-label-classification

nixtla / hierarchicalforecast
forecasting,Probabilistic Hierarchical forecasting 👑 with statistical and econometric methods.
Organization: nixtla
Home Page: https://nixtlaverse.nixtla.io/hierarchicalforecast
econometrics forecasting forecasting-models statistics time-series coherent hierarchical hierarchical-forecast bottomup erm

nixtla / mlforecast
forecasting,Scalable machine 🤖 learning for time series forecasting.
Organization: nixtla
Home Page: https://nixtlaverse.nixtla.io/mlforecast
forecast forecasting machine-learning lightgbm xgboost dask python time-series

nixtla / neuralforecast
forecasting,Scalable and user friendly neural :brain: forecasting algorithms.
Organization: nixtla
Home Page: https://nixtlaverse.nixtla.io/neuralforecast
deep-learning forecasting esrnn nbeats nbeatsx time-series pytorch transformer nhits neural-network

nixtla / nixtla
forecasting,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 🚀.
Organization: nixtla
Home Page: https://docs.nixtla.io
time-series time-series-forecasting machine-learning deep-learning forecasting gpt generative-ai-time-series timegpt anomaly-detection artificial-intelligence

nixtla / statsforecast
forecasting,Lightning ⚡️ fast forecasting with statistical and econometric models.
Organization: nixtla
Home Page: https://nixtlaverse.nixtla.io/statsforecast
time-series statistics forecasting arima econometrics machine-learning python exponential-smoothing ets baselines

nvidia / deeplearningexamples
forecasting,State-of-the-Art Deep Learning scripts organized by models - easy to train and deploy with reproducible accuracy and performance on enterprise-grade infrastructure.
Organization: nvidia
computer-vision deep-learning drug-discovery forecasting large-language-models mxnet paddlepaddle pytorch recommender-systems speech-recognition

ourownstory / neural_prophet
forecasting,NeuralProphet: A simple forecasting package
User: ourownstory
Home Page: https://neuralprophet.com
forecasting time-series machine-learning fbprophet prophet forecast artificial-intelligence prediction trend seasonality

postgresml / postgresml
forecasting,The GPU-powered AI application database. Get your app to market faster using the simplicity of SQL and the latest NLP, ML + LLM models.
Organization: postgresml
Home Page: https://postgresml.org
ml machine-learning ai ann artificial-intelligence classification embeddings javascript knn llm

qingsongedu / awesome-ai-for-time-series-papers
forecasting,A professional list of Papers, Tutorials, and Surveys on AI for Time Series in top AI conferences and journals.
User: qingsongedu
timeseries timeseries-analysis timeseries-forecasting timeseries-prediction timeseriesclassification anomalydetection changepoint-detection classification forecasting missing-data data-mining deep-learning machine-learning signal-processing awesome awesome-list tutorial temporal-models spatio-temporal-analysis temporal-point-processes

qingsongedu / awesome-timeseries-spatiotemporal-lm-llm
forecasting,A professional list on Large (Language) Models and Foundation Models (LLM, LM, FM) for Time Series, Spatiotemporal, and Event Data.
User: qingsongedu
anomalydetection autoscaling deeplearning forecasting foundation-models large-language-models large-models machinelearning pre-training rca

qingsongedu / time-series-transformers-review
forecasting,A professionally curated list of awesome resources (paper, code, data, etc.) on transformers in time series.
User: qingsongedu
timeseries transformer forecasting anomalydetection classification timeseries-analysis time-series time-series-forecasting machine-learning deep-learning

robjhyndman / forecast
forecasting,Forecasting Functions for Time Series and Linear Models
User: robjhyndman
Home Page: http://pkg.robjhyndman.com/forecast
forecasting forecast cran r

salesforce / merlion
forecasting,Merlion: A Machine Learning Framework for Time Series Intelligence
Organization: salesforce
time-series anomaly-detection forecasting machine-learning benchmarking automl ensemble-learning

salesforceairesearch / uni2ts
forecasting,Unified Training of Universal Time Series Forecasting Transformers
Organization: salesforceairesearch
deep-learning forecasting machine-learning pre-trained-models pre-training representation-learning time-series time-series-forecasting transformers universal-forecasting

scorpionhiccup / stockpriceprediction
forecasting,Stock Price Prediction using Machine Learning Techniques
User: scorpionhiccup
Home Page: http://scorpionhiccup.github.io/StockPricePrediction
machine-learning supervised-learning stock-price-forecasting forecasting rnn lstm lstm-neural-networks video concept-video analysis

sjvasquez / web-traffic-forecasting
forecasting,Kaggle | Web Traffic Forecasting 📈
User: sjvasquez
time-series forecasting convolutional-neural-networks tensorflow

sktime / sktime
forecasting,A unified framework for machine learning with time series
Organization: sktime
Home Page: https://www.sktime.net
time-series machine-learning scikit-learn time-series-classification time-series-regression forecasting time-series-analysis data-science data-mining hacktoberfest

statsmodels / statsmodels
forecasting,Statsmodels: statistical modeling and econometrics in Python
Organization: statsmodels
Home Page: http://www.statsmodels.org/devel/
python statistics econometrics data-analysis generalized-linear-models timeseries-analysis regression-models count-model data-science forecasting

tidyverts / fable
forecasting,Tidy time series forecasting
Organization: tidyverts
Home Page: https://fable.tidyverts.org
forecasting

time-series-foundation-models / lag-llama
forecasting,Lag-Llama: Towards Foundation Models for Probabilistic Time Series Forecasting
Organization: time-series-foundation-models
forecasting foundation-models time-series time-series-forecasting timeseries timeseries-forecasting llama time-series-prediction time-series-transformer transformers

timeseriesai / tsai
forecasting,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
Organization: timeseriesai
Home Page: https://timeseriesai.github.io/tsai/
time-series-classification deep-learning fastai pytorch timeseries time-series sequential time-series-analysis transformer cnn

tinkoff-ai / etna
forecasting,ETNA – Time-Series Library
Organization: tinkoff-ai
Home Page: https://etna.tinkoff.ru
python machine-learning time-series forecasting timeseries deep-learning

uber / orbit
forecasting,A Python package for Bayesian forecasting with object-oriented design and probabilistic models under the hood.
Organization: uber
Home Page: https://orbit-ml.readthedocs.io/en/stable/
python forecasting bayesian exponential-smoothing pyro stan pystan probabilistic-programming probabilistic forecast

unit8co / darts
forecasting,A python library for user-friendly forecasting and anomaly detection on time series.
Organization: unit8co
Home Page: https://unit8co.github.io/darts/
python time-series forecasting machine-learning deep-learning anomaly-detection data-science

wenjiedu / pypots
forecasting,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 on incomplete industrial (irregularly-sampled) multivariate TS with NaN missing values
User: wenjiedu
Home Page: https://pypots.com
classification clustering data-mining data-science deep-learning forecasting healthcare imputation incomplete industrial interpolation machine-learning missing-values missingness neural-network partially-observed-time-series pytorch science-research time-series time-series-analysis

winedarksea / autots
forecasting,Automated Time Series Forecasting
User: winedarksea
time-series machine-learning automl autots forecasting deep-learning preprocessing feature-engineering

zhouhaoyi / etdataset
forecasting,The Electricity Transformer dataset is collected to support the further investigation on the long sequence forecasting problem.
User: zhouhaoyi
dataset electricity-transformer-dataset forecasting long-sequence

zhouhaoyi / informer2020
forecasting,The GitHub repository for the paper "Informer" accepted by AAAI 2021.
User: zhouhaoyi
deep-learning forecasting pytorch self-attention time-series transformer

zillow / luminaire
forecasting,Luminaire is a python package that provides ML driven solutions for monitoring time series data.
Organization: zillow
Home Page: https://zillow.github.io/luminaire
automl anomaly-detection outlier-detection forecasting time-series