forecasting

There are 67 repositories under forecasting topic.

mindsdb / mindsdb
The platform for customizing AI from enterprise data
ml artificial-intelligence hacktoberfest mysql huggingface llm ai mongodb postgres timeseries ai-agents chatbot database forecasting gpt machine-learning semantic-search gpt4all auto-gpt
Language:Python 21243
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 17732
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 12595
statsmodels / statsmodels
Statsmodels: statistical modeling and econometrics in Python
count-model data-analysis data-science econometrics forecasting generalized-linear-models hypothesis-testing prediction python regression-models robust-estimation statistics timeseries-analysis
Language:Python 9532
awesome-project-ideas
NirantK / awesome-project-ideas
Curated list of Machine Learning, NLP, Vision, Recommender Systems Project Ideas
awesome awesome-list classification dataset deep-learning forecasting image-classification machine-learning multi-label-classification series-forecasting
7488
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
Language:Python 7400
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 7258
autogluon / autogluon
AutoGluon: Fast and Accurate ML in 3 Lines of Code
autogluon automated-machine-learning automl computer-vision data-science deep-learning ensemble-learning forecasting gluon hyperparameter-optimization machine-learning natural-language-processing object-detection python pytorch scikit-learn structured-data tabular-data time-series transfer-learning
Language:Python 7101
postgresml / postgresml
The GPU-powered AI application database. Get your app to market faster using the simplicity of SQL and the latest NLP, ML + LLM models.
ml machine-learning ai ann artificial-intelligence classification embeddings javascript knn llm postgres python rag regression search sql vector-database approximate-nearest-neighbor-search clustering forecasting
Language:Rust 5426
zhouhaoyi / Informer2020
The GitHub repository for the paper "Informer" accepted by AAAI 2021.
deep-learning forecasting pytorch self-attention time-series transformer
Language:Python 4904
timeseriesAI / tsai
Time series Timeseries Deep Learning Machine Learning 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 4672
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 4283
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 3633
jdb78 / 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 3603
Nixtla / statsforecast
Lightning ⚡️ fast forecasting with statistical and econometric models.
time-series statistics forecasting arima econometrics machine-learning python exponential-smoothing ets baselines predictions naive seasonal-naive fbprophet prophet neuralprophet mstl theta automl data-science
Language:Python 3538
salesforce / Merlion
Merlion: A Machine Learning Framework for Time Series Intelligence
time-series anomaly-detection forecasting machine-learning benchmarking automl ensemble-learning
Language:Python 3259
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 2410
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
2076
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 1888
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 1800
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 1781
amazon-science / chronos-forecasting
Chronos: Pretrained (Language) Models for Probabilistic Time Series Forecasting
artificial-intelligence forecasting foundation-models huggingface huggingface-transformers large-language-models llm machine-learning pretrained-models time-series time-series-forecasting timeseries transformers
Language:Python 1602
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 1516
Nixtla / nixtla
Python SDK for TimeGPT, a foundational time series model
time-series time-series-forecasting machine-learning deep-learning forecasting gpt generative-ai-time-series timegpt
Language:Jupyter Notebook 1412
bashtage / arch
ARCH models in Python
arch volatility bootstrap multiple-comparison-procedures forecasting risk financial-econometrics time-series unit-root dickey-fuller adf phillips-perron df-gls reality-check spa model-confidence-set finance variance
Language:Python 1252
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 1212
robjhyndman / forecast
Forecasting Functions for Time Series and Linear Models
cran forecast forecasting r
Language:R 1099
AutoTS
winedarksea / AutoTS
Automated Time Series Forecasting
time-series machine-learning automl autots forecasting deep-learning preprocessing feature-engineering
Language:Python 1006
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.
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
980
time-series-foundation-models / lag-llama
Lag-Llama: Towards Foundation Models for Probabilistic Time Series Forecasting
forecasting foundation-models lag-llama llama time-series time-series-forecasting time-series-prediction time-series-transformer timeseries timeseries-forecasting transformers
Language:Python 943
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 888
skforecast
JoaquinAmatRodrigo / skforecast
Time series forecasting with scikit-learn 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 weighted-time-series-forecasting arima sarimax lightgbm probabilistic-forecasting xgboost autoregressive-forecasting
Language:Python 883
django-ledger
arrobalytics / django-ledger
Django Ledger is a double entry accounting system 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 834
etna
tinkoff-ai / etna
ETNA – Time-Series Library
python machine-learning time-series forecasting timeseries deep-learning
Language:Python 833
aeon-toolkit / aeon
A toolkit for conducting machine learning tasks with time series data
data-mining data-science forecasting machine-learning scikit-learn time-series time-series-analysis time-series-classification time-series-clustering time-series-regression
Language:Python 797
nilmtk / nilmtk
Non-Intrusive Load Monitoring Toolkit (nilmtk)
disaggregation python nilm energy forecasting algorithms ipython-notebook energy-disaggregation nilmtk nilm-algorithms
Language:Python 791