timeseries-forecasting

There are 19 repositories under timeseries-forecasting topic.

sktime / pytorch-forecasting
Time series forecasting with PyTorch
ai artificial-intelligence data-science deep-learning forecasting gpu hacktoberfest machine-learning neural-networks pandas python pytorch pytorch-lightning temporal timeseries timeseries-forecasting uncertainty
Language:Python 4641
microsoft / FLAML
A fast library for AutoML and tuning. Join our Discord: https://discord.gg/Cppx2vSPVP.
automated-machine-learning automl classification data-science deep-learning finetuning hyperparam hyperparameter-optimization jupyter-notebook machine-learning natural-language-generation natural-language-processing python random-forest regression scikit-learn tabular-data timeseries-forecasting tuning
Language:Jupyter Notebook 4238
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
1544
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 1503
reservoirpy
reservoirpy / reservoirpy
A simple and flexible code for Reservoir Computing architectures like Echo State Networks
esn reservoir echo-state-networks timeseries timeseries-prediction python reservoir-computing timeseries-forecasting machine-learning machine-learning-algorithms recurrent-neural-networks neural-network artificial-intelligence timeseries-analysis
Language:Python 580
business-science / modeltime
Modeltime unlocks time series forecast models and machine learning in one framework
arima data-science deep-learning ets forecasting machine-learning machine-learning-algorithms modeltime prophet r-package tbats tidymodeling tidymodels time time-series time-series-analysis timeseries timeseries-forecasting
Language:R 566
timemachines
microprediction / timemachines
Predict time-series with one line of code.
timeseries time-series time-series-analysis timeseries-analysis timeseries-forecasting timeseries-data prediction predictive-modeling prediction-algorithm predictions
Language:Python 432
jixinpu / aiopstools
The fundamental package for AIops with python.
aiops timeseries-forecasting anomaly-detection association-analysis
Language:Python 396
microprediction
microprediction / microprediction
If you can measure it, consider it predicted
nowcasting timeseries-forecasting time-series timeseries-analysis timeseries timeseries-database timeseries-data timeseries-prediction timeseries-clustering fbprophet pmdarima tsfresh hmmlearn kalman-filter tslearn filterpy online-algorithms keras
Language:Jupyter Notebook 362
aprbw / traffic_prediction
Traffic prediction is the task of predicting future traffic measurements (e.g. volume, speed, etc.) in a road network (graph), using historical data (timeseries).
traffic-prediction traffic-flow-prediction traffic-flow-forecasting traffic-forecasting pytorch tensorflow mxnet time-series timeseries timeseries-forecasting forecasting time-series-forecasting cnn lstm gcn transformer attention neural-network
Language:TeX 300
cuebook / CueObserve
Timeseries Anomaly detection and Root Cause Analysis on data in SQL data warehouses and databases
sql anomaly anomaly-detection bigquery redshift snowflake datawarehouse timeseries-analysis timeseries-forecasting prophet-facebook root-cause-analysis
Language:Python 232
Jimmy-7664 / STD-MAE
[IJCAI-24] Spatial-Temporal-Decoupled Masked Pre-training for Spatiotemporal Forecasting
self-supervised-learning spatio-temporal-prediction timeseries-forecasting traffic-prediction
Language:Python 230
remigenet / TKAN
TKAN: Temporal Kolmogorov-Arnold Networks
kolmogorov-arnold-networks temporal temporal-networks tensorflow tensorflow2 timeseries-forecasting tkan jax keras keras3 torch
Language:Python 218
NX-AI / tirex
TiRex: Zero-Shot Forecasting Across Long and Short Horizons with Enhanced In-Context Learning
forecasting foundation-models timeseries timeseries-forecasting xlstm
Language:Python 177
cerlymarco / tspiral
A python package for time series forecasting with scikit-learn estimators.
autoregressive-forecasters autoregressive-modeling direct-forecasting exogenous-predictors forecasting multivariate-forecasting multivariate-timeseries python recursive-forecasting scikit-learn time-series timeseries timeseries-forecasting
Language:Jupyter Notebook 162
BennyTMT / LLMsForTimeSeries
forecasting language-time-series llms nlp text-aid-forecasting time-series-analysis timeseries timeseries-forecasting timeseries-language-models timeseries-reasoning
Language:Python 146
hughxx / tsf-new-paper-taste
A code implementation of new papers in the time series forecasting field.
timeseries-forecasting
Language:Python 125
time-series-streaming-analytics-template
questdb / time-series-streaming-analytics-template
Template to quickstart streaming analytics using Apache Kafka for ingestion, QuestDB for time-series storage and analytics, Grafana for near real-time dashboards, and Jupyter Notebook for data science
grafana jupyter-notebook kafka kafka-connect questdb timeseries timeseries-analysis timeseries-database timeseries-forecasting data-science monitoring pandas polars telegraf
Language:Jupyter Notebook 98
A-TALE-OF-THREE-CITIES
microsoft / A-TALE-OF-THREE-CITIES
Analyzing the safety (311) dataset published by Azure Open Datasets for Chicago, Boston and New York City using SparkR, SParkSQL, Azure Databricks, visualization using ggplot2 and leaflet. Focus is on descriptive analytics, visualization, clustering, time series forecasting and anomaly detection.
sparkr sparksql azure databricks-notebooks r eda data datascience-machinelearning azure-databricks workshop-materials time-series-analysis timeseries-forecasting anomaly-detection anomalydiscovery aiforsocialgood 311-data opendata visualization leaflet geospatial
Language:R 86
remigenet / TKAT
Temporal Kolmogorov-Arnold Transformer
temporal-networks tensorflow timeseries timeseries-forecasting tkan transformer tkat jax keras keras3 torch
Language:Jupyter Notebook 83
felipeangelimvieira / prophetverse
A multiverse of Prophet models for timeseries
hierarchical-time-series numpyro prophet timeseries-forecasting sktime
Language:Python 67
georgezoto / TensorFlow-in-Practice
TensorFlow in Practice Specialization. Join our Deep Learning Adventures community 🎉 and become an expert in Deep Learning, TensorFlow, Computer Vision, Convolutional Neural Networks, Kaggle Challenges, Data Augmentation and Dropouts Transfer Learning, Multiclass Classifications and Overfitting and Natural Language Processing NLP as well as Time Series Forecasting 😀 All while having fun learning and participating in our Deep Learning Trivia games 🎉 http://bit.ly/deep-learning-tf
deep-learning neural-networks tensorflow computer-vision convolutional-neural-networks kaggle data-augmentation dropout multiclass-classification overfitting natural-language-processing timeseries-forecasting trivia-game tensorflow-developer-certificate
Language:Jupyter Notebook 67
naveed88375 / AI-ML
A curated list of machine learning and AI projects.
ai classification convolutional-neural-networks deep-learning deepfakes federated-learning generative-adversarial-network imagesegmentation machine-learning object-detection python regression timeseries-analysis timeseries-forecasting
Language:Jupyter Notebook 55
BirchKwok / spinesTS
spinesTS, a powerful toolset for time series prediction, is one of the cornerstones of PipelineTS.
forecasting-models time-series time-series-forecasting python timeseries timeseries-forecasting
Language:Python 46
hvantil / ElectricityDemandForecasting
Electricity demand forecasting for Austin, TX, using a combination of timeseries methods and regression models
electricity-demand-forecasting electricity-load-forecasting timeseries-forecasting regression-models
Language:Jupyter Notebook 42
weifantt / DEPTS
deep-learning timeseries-forecasting
Language:Python 42
Applied-Econometric-Time-Series
andreachello / Applied-Econometric-Time-Series
A repository to explore the concepts of applied econometrics in the context of financial time-series.
econometrics timeseries-analysis timeseries-forecasting garch-models univariate applied-econometrics statistics financial multivariate-regression cointegration
Language:Jupyter Notebook 40
ivivan / SSIM_Seq2Seq
SSIM - A Deep Learning Approach for Recovering Missing Time Series Sensor Data
sequence-to-sequence imputation timeseries-forecasting deep-learning neural-network lstm
Language:Python 40
pytsal
KrishnanSG / pytsal
An easy to use low-code open-source python framework for Time Series analysis, visualization, forecasting along with AutoTS
series time-series forecasting analysis data-science holt-winters autots frameworks python-library visualization-library timeseries-analysis timeseries-forecasting
Language:Python 40
yanganYNU / AFFGCN
Attention Feature Fusion base on spatial-temporal Graph Convolutional Network（AFFGCN）
attention-mechanism feature-fusion-network gcn multimodal-deep-learning onehot-encoding spatiotemporal-data-analysis timeseries-forecasting traffic-flow-prediction
Language:Python 36
IBM / granite-workshop
Source code for the IBM Granite AI Model Workshop
ai code-generation granite granite-code ibm prompt-engineering rag text-summarization timeseries-forecasting workshop
Language:Jupyter Notebook 34
sarincr / Time-series-analysis-using-Python
Time series analysis comprises methods for analyzing time series data in order to extract meaningful statistics and other characteristics of the data.
python time timeseries pandas series-analysis time-series series-data extract-meaningful-statistics characteristics timeseries-analysis timeseries-database timeseries-forecasting timeseries-data timeseriesclassification
Language:Jupyter Notebook 34
DAMO-DI-ML / NeurIPS2022-FiLM
Source code of NeurIPS'22 paper: FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting
deeplearning machinelearning signalprocessing timeseries timeseries-forecasting
Language:Python 33
pawarbi / blog
PawarBI
machine-learning powerbi powerquery python timeseries-forecasting
Language:Jupyter Notebook 31
akyadav26 / Time-Series-Forecast-with-Deep-Hybrid-Architecture
Multivariate time-series forecasting with LSTNET and soft-DTW loss
timeseries-forecasting deep-learning lstm cnn
Language:Python 30
oracle-samples / automlx
This repository contains demo notebooks (sample code) for the AutoMLx (automated machine learning and explainability) package from Oracle Labs.
python ai automl data-science explainability machine-learning oracle automlx automated-machine-learning fairness fairness-ai interpretability machine-learning-explainability mlx classification hyperparameter-optimization regression tuning timeseries-forecasting unsupervised-anomaly-detection
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timeseries-forecasting

sktime / pytorch-forecasting

microsoft / FLAML

qingsongedu / awesome-AI-for-time-series-papers

time-series-foundation-models / lag-llama

reservoirpy / reservoirpy

business-science / modeltime

microprediction / timemachines

jixinpu / aiopstools

microprediction / microprediction

aprbw / traffic_prediction

cuebook / CueObserve

Jimmy-7664 / STD-MAE

remigenet / TKAN

NX-AI / tirex

cerlymarco / tspiral

BennyTMT / LLMsForTimeSeries

hughxx / tsf-new-paper-taste

questdb / time-series-streaming-analytics-template

microsoft / A-TALE-OF-THREE-CITIES

remigenet / TKAT

felipeangelimvieira / prophetverse

georgezoto / TensorFlow-in-Practice

naveed88375 / AI-ML

BirchKwok / spinesTS

hvantil / ElectricityDemandForecasting

weifantt / DEPTS

andreachello / Applied-Econometric-Time-Series

ivivan / SSIM_Seq2Seq

KrishnanSG / pytsal

yanganYNU / AFFGCN

IBM / granite-workshop

sarincr / Time-series-analysis-using-Python

DAMO-DI-ML / NeurIPS2022-FiLM

pawarbi / blog

akyadav26 / Time-Series-Forecast-with-Deep-Hybrid-Architecture

oracle-samples / automlx