GitHub topics: time-series-prediction

Repositories

JuanPabloMonDi/Serie-temporal-LATAM-Airlines

Analise dos retornos da companhia aerea LATAM na bolsa chilena usando series temporais . Esse trabalho é o projeto final da disciplina ME607-Series Temporais na UNICAMP

Language: R - Size: 2.37 MB - Last synced at: 17 minutes ago - Pushed at: about 1 hour ago - Stars: 0 - Forks: 0

regel/loudml

Loud ML is the first open-source AI solution for ICT and IoT automation

Language: Python - Size: 2.81 MB - Last synced at: about 3 hours ago - Pushed at: over 2 years ago - Stars: 301 - Forks: 97

fjk1533/smurphcast

SmurphCast – percentage‑first time‑series forecasting (churn, CTR, conversion, retention) with additive + GBM + ES‑RNN stacking and automatic model selection. 100 % Python, CPU‑friendly, explainable.

Language: Python - Size: 69.3 KB - Last synced at: 3 days ago - Pushed at: 3 days ago - Stars: 1 - Forks: 0

aangelopoulos/conformal-prediction

Lightweight, useful implementation of conformal prediction on real data.

Language: Jupyter Notebook - Size: 38.8 MB - Last synced at: 2 days ago - Pushed at: about 1 year ago - Stars: 893 - Forks: 103

cure-lab/Awesome-time-series

A comprehensive survey on the time series domains

Size: 953 KB - Last synced at: 5 days ago - Pushed at: about 1 year ago - Stars: 532 - Forks: 50

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.

Size: 1.26 MB - Last synced at: 7 days ago - Pushed at: 8 days ago - Stars: 2,596 - Forks: 226

songqiang321/Time-Series-Papers

This is a repository for collecting papers and code in time series domain.

Size: 108 KB - Last synced at: 8 days ago - Pushed at: 8 days ago - Stars: 29 - Forks: 5

jiwidi/time-series-forecasting-with-python

A use-case focused tutorial for time series forecasting with python

Language: Jupyter Notebook - Size: 52.9 MB - Last synced at: 2 days ago - Pushed at: about 2 years ago - Stars: 671 - Forks: 219

cuge1995/awesome-time-series

list of papers, code, and other resources

Size: 1.03 MB - Last synced at: 5 days ago - Pushed at: 11 months ago - Stars: 991 - Forks: 162

AwanRaskall/ml-demand-driven-order-planning

Calculation of the optimal order volume for a given period, taking into account statistical data on demand for products and taking into account scenarios

Size: 35.1 MB - Last synced at: 9 days ago - Pushed at: 9 days ago - Stars: 0 - Forks: 0

dense-analysis/pie

Project Intelligence Engine - for analysing projects with AI tools for automating project management

Language: Python - Size: 87.9 KB - Last synced at: about 3 hours ago - Pushed at: 3 months ago - Stars: 0 - Forks: 0

travisdesell/exact

EXONA: The Evolutionary eXploration of Neural Networks Framework -- EXACT, EXALT and EXAMM

Language: C++ - Size: 857 MB - Last synced at: 4 days ago - Pushed at: 5 days ago - Stars: 59 - Forks: 20

cure-lab/LTSF-Linear

[AAAI-23 Oral] Official implementation of the paper "Are Transformers Effective for Time Series Forecasting?"

Language: Python - Size: 5.67 MB - Last synced at: 12 days ago - Pushed at: over 1 year ago - Stars: 2,219 - Forks: 475

time-series-foundation-models/lag-llama

Lag-Llama: Towards Foundation Models for Probabilistic Time Series Forecasting

Language: Python - Size: 255 KB - Last synced at: 12 days ago - Pushed at: about 1 month ago - Stars: 1,438 - Forks: 175

awslabs/gluonts

Probabilistic time series modeling in Python

Language: Python - Size: 13.9 MB - Last synced at: 14 days ago - Pushed at: about 2 months ago - Stars: 4,897 - Forks: 785

slrwndqhr18/Fredformer-predict-lithium-battery-temperature

Transformer based time series prediction

Language: Python - Size: 29.3 KB - Last synced at: 8 days ago - Pushed at: 4 months ago - Stars: 3 - Forks: 0

lmmentel/awesome-time-series

Resources for working with time series and sequence data

Size: 171 KB - Last synced at: 17 days ago - Pushed at: 5 months ago - Stars: 596 - Forks: 90

Alro10/deep-learning-time-series

List of papers, code and experiments using deep learning for time series forecasting

Language: Jupyter Notebook - Size: 1.22 MB - Last synced at: 19 days ago - Pushed at: about 1 year ago - Stars: 2,703 - Forks: 531

lixus7/Time-Series-Works-Conferences

Time-Series Work Summary in CS Top Conferences (NIPS, ICML, ICLR, KDD, AAAI, WWW, IJCAI, CIKM, ICDM, ICDE, etc.)

Size: 4.21 MB - Last synced at: about 1 month ago - Pushed at: 3 months ago - Stars: 892 - Forks: 92

Nirva-Patel/Time-Series-Forecasting

This project aims to forecast gold prices using time series techniques. It includes data preprocessing, model training, and evaluation of methods like ARIMA, SARIMA, LSTM, etc. to identify the best-performing model. The repository contains code, data workflows, and model comparisons.

Language: Jupyter Notebook - Size: 4.95 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 0 - Forks: 0

M-Taghizadeh/Dollar_Rial_Price_Dataset

In this dataset, the price of the dollar to the Iranian rial in the years 2011 to 2023 has been collected by our crawler.

Language: Python - Size: 53.7 KB - Last synced at: 30 days ago - Pushed at: almost 2 years ago - Stars: 25 - Forks: 1

FilippoMB/Ensemble-Conformalized-Quantile-Regression

Valid and adaptive prediction intervals for probabilistic time series forecasting.

Language: Jupyter Notebook - Size: 1.96 MB - Last synced at: 30 days ago - Pushed at: 3 months ago - Stars: 93 - Forks: 10

bismuth01/chainlink-price-predictor

Predict crypto prices using neural nets + LLM-powered custom loss functions on real Chainlink data (ETH/USD)

Language: Python - Size: 58.6 KB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 0 - Forks: 0

nerajbobra/sepsis-prediction

Sepsis Prediction using Clinical Data (PhysioNet Computing in Cardiology Challenge 2019)

Language: Jupyter Notebook - Size: 4.14 MB - Last synced at: about 23 hours ago - Pushed at: almost 4 years ago - Stars: 29 - Forks: 6

kaelzhang/DA-RNN-in-Tensorflow-2-and-PyTorch

A Tensorflow 2 (Keras) implementation of DA-RNN (A Dual-Stage Attention-Based Recurrent Neural Network for Time Series Prediction, arXiv:1704.02971)

Language: Jupyter Notebook - Size: 7.97 MB - Last synced at: 4 days ago - Pushed at: about 1 year ago - Stars: 31 - Forks: 11

ztxtech/Time-Evidence-Fusion-Network

Official implementation of "Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting" (https://arxiv.org/abs/2405.06419)

Language: Python - Size: 3.75 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 75 - Forks: 4

Halsted312/smurphcast

Language: Python - Size: 85 KB - Last synced at: 17 days ago - Pushed at: about 2 months ago - Stars: 1 - Forks: 0

aptx1231/Traffic-Prediction-Open-Code-Summary

Summary of open source code for deep learning models in the field of traffic prediction

Size: 243 MB - Last synced at: about 2 months ago - Pushed at: over 2 years ago - Stars: 260 - Forks: 58

halilvibrahim/stock_movement

Stock Movement Prediction Using Mamba And Ensemble Learning

Language: Jupyter Notebook - Size: 176 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 2 - Forks: 0

JianqiaoMao/PFFRA

An Interpretable Machine Learning technique to analyse the contribution of features in the frequency domain. This method is inspired by permutation feature importance analysis but aims to quantify and analyse the time-series predictive model's mechanism from a global perspective.

Language: Jupyter Notebook - Size: 2.29 MB - Last synced at: 29 days ago - Pushed at: 5 months ago - Stars: 7 - Forks: 0

chrisprasanna/Predicting_Seattle_Gas_Prices_with_ML

End-to-end development pipeline for predicting retail gas prices in Seattle using deep learning.

Language: Jupyter Notebook - Size: 28.4 MB - Last synced at: 2 months ago - Pushed at: almost 3 years ago - Stars: 8 - Forks: 1

sssairohit/smpp

A simple stock market price prediction app using Python, Streamlit, and basic ML models. It fetches historical stock data, makes predictions, and visualizes results interactively.

Language: Python - Size: 4.05 MB - Last synced at: 23 days ago - Pushed at: 2 months ago - Stars: 0 - Forks: 0

ServiceNow/TACTiS

TACTiS-2: Better, Faster, Simpler Attentional Copulas for Multivariate Time Series, from ServiceNow Research

Language: Python - Size: 2.81 MB - Last synced at: 8 days ago - Pushed at: about 1 year ago - Stars: 136 - Forks: 24

ddz16/Preformer

This repository contains the pytorch code for the 2023 ICASSP paper "Preformer: Predictive Transformer with Multi-Scale Segment-wise Correlations for Long-Term Time Series Forecasting”

Language: Python - Size: 522 KB - Last synced at: 2 months ago - Pushed at: over 2 years ago - Stars: 45 - Forks: 5

cuge1995/awesome-energy-forecasting

list of papers, code, and other resources

Size: 69.3 KB - Last synced at: about 1 month ago - Pushed at: over 3 years ago - Stars: 65 - Forks: 10

mwiecksosa/auxiliary_indicators

Detect new forecasting signals using time-varying nonlinear regression

Size: 16.2 MB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 0 - Forks: 0

freddiev4/financial-ts-prediction-with-deeplearning 📦

(Work In Progress) Implementation of "Financial Time Series Prediction Using Deep Learning"

Language: Python - Size: 628 KB - Last synced at: 7 days ago - Pushed at: over 7 years ago - Stars: 16 - Forks: 6

liaoyanqing666/Decoder-only-transformer_Time_Series_Prediction

使用Decoder-only的Transformer进行时序预测，包含SwiGLU和RoPE(Rotary Positional Embedding)，Time series prediction using Decoder-only Transformer, Including SwiGLU and RoPE(Rotary Positional Embedding)

Language: Python - Size: 31.3 KB - Last synced at: 2 months ago - Pushed at: over 1 year ago - Stars: 10 - Forks: 1

romanmicuda/tesla-stock-2025

Tesla, Inc. is an American multinational automotive and clean energy company that designs, manufactures, and sells electric vehicles, battery energy storage, and solar energy solutions. Founded in 2003, Tesla has played a key role in the global shift toward sustainable energy.

Language: Jupyter Notebook - Size: 884 KB - Last synced at: about 2 months ago - Pushed at: 3 months ago - Stars: 0 - Forks: 0

Ceruleanacg/Personae

📈 Personae is a repo of implements and environment of Deep Reinforcement Learning & Supervised Learning for Quantitative Trading.

Language: Python - Size: 31.1 MB - Last synced at: 3 months ago - Pushed at: over 6 years ago - Stars: 1,379 - Forks: 340

mwiecksosa/tvnpreg

Efficient nonparametric estimation of time-varying regression functions

Size: 2.93 KB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 0 - Forks: 0

maxim5/time-series-machine-learning

Machine learning models for time series analysis

Language: Python - Size: 182 KB - Last synced at: 15 days ago - Pushed at: almost 4 years ago - Stars: 376 - Forks: 104

Navy10021/Harbor_Logistics_prediction

Transformers-based Neural Network harbor logistic prediction model

Language: Python - Size: 274 KB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 3 - Forks: 0

microprediction/timeseries-notebooks

Hello world univariate examples for a variety of time series packages.

Language: Jupyter Notebook - Size: 1.19 MB - Last synced at: 4 days ago - Pushed at: 9 months ago - Stars: 56 - Forks: 26

farzanmrz/ml-stockmovement-prediction

📈 Stock Movement Study 🚀 Time-series forecasting of S&P500 trends using machine learning models and ensembling techniques, highlighting interpretable approaches in financial prediction.

Language: Jupyter Notebook - Size: 6.1 MB - Last synced at: 2 months ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 1

ashishpatel26/Introduction-to-Time-Series-forecasting

Time Series Analysis of Internation Air Passengers

Language: Jupyter Notebook - Size: 8.02 MB - Last synced at: 27 days ago - Pushed at: almost 6 years ago - Stars: 40 - Forks: 18

PetoLau/petolau.github.io Fork of barryclark/jekyll-now

Blog about time series data mining in R.

Language: HTML - Size: 163 MB - Last synced at: about 1 month ago - Pushed at: over 1 year ago - Stars: 74 - Forks: 78

jxx123/fireTS

A python multi-variate time series prediction library working with sklearn

Language: Python - Size: 6.73 MB - Last synced at: 25 days ago - Pushed at: over 4 years ago - Stars: 94 - Forks: 37

mamei16/PyPSF

Python implementation of the Pattern Sequence Based Forecasting (PSF) algorithm

Language: Python - Size: 239 KB - Last synced at: 12 days ago - Pushed at: 5 months ago - Stars: 5 - Forks: 0

hubtru/LTBoost

Boosted Hybrids of ensemble gradient algorithm for the long-term time series forecasting (LTSF)

Language: Jupyter Notebook - Size: 41.8 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 9 - Forks: 1

timetoai/TimeDiffusion

Unified Framework for Multiple Time Series Tasks

Language: Python - Size: 2.04 MB - Last synced at: 30 days ago - Pushed at: over 1 year ago - Stars: 24 - Forks: 2

chickenbestlover/Online-Recurrent-Extreme-Learning-Machine

Online-Recurrent-Extreme-Learning-Machine (OR-ELM) for time-series prediction, implemented in python

Language: Jupyter Notebook - Size: 185 MB - Last synced at: 2 months ago - Pushed at: almost 6 years ago - Stars: 155 - Forks: 69

KarryRen/Introduction-to-Fintech

The introduction to fintech class.

Language: Python - Size: 128 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 3 - Forks: 0

MansoorehMontazerin/gnnvariants

[AAAI 2025] Official Code for "Dynamics-based Feature Augmentation of Graph Neural Networks for Variant Emergence Prediction"

Language: Python - Size: 46.3 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 0 - Forks: 0

emailic/Sensor-Data-Time-Series-Classification-Forecasting-Clustering-Anomaly-Detection-Explainability

In this repository you may find data and code used for a machine learning project in sensor data done in collaboration with my colleagues Lorenzo Ferri and Roberta Pappolla at the University of Pisa.

Language: Jupyter Notebook - Size: 6.63 MB - Last synced at: about 2 months ago - Pushed at: almost 3 years ago - Stars: 3 - Forks: 1

gfads/comparative-analysis-microservices-prediction

This study compares popular Machine Learning (ML), Deep Learning (DP), and statistical algorithms for forecasting microservice time series.

Language: Jupyter Notebook - Size: 1.12 GB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 1 - Forks: 0

ElizaLo/Time-Series

Awesome list and projects of Time Series

Language: Jupyter Notebook - Size: 1.99 MB - Last synced at: 28 days ago - Pushed at: over 1 year ago - Stars: 28 - Forks: 12

Akai01/caretForecast

Conformal Time Series Forecasting Using State of Art Machine Learning Algorithms

Language: R - Size: 2 MB - Last synced at: 5 days ago - Pushed at: over 2 years ago - Stars: 25 - Forks: 10

stefanherdy/Matlab-LSTM-VAE

Matlab Variational LSTM Autoencoder and Time Series Prediction for anomaly detection. Some code of my masters thesis. Download Link: https://pure.unileoben.ac.at/portal/files/6093740/AC16131071.pdf

Language: MATLAB - Size: 269 KB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 8 - Forks: 2

grimmlab/ForeTiS

Time Series Forecasting in Python

Language: Python - Size: 5.98 MB - Last synced at: 9 days ago - Pushed at: 5 months ago - Stars: 12 - Forks: 0

Hamid-Nasiri/VMD-MFRFNN

VMD-MFRFNN

Language: MATLAB - Size: 51.8 KB - Last synced at: 5 months ago - Pushed at: over 1 year ago - Stars: 52 - Forks: 7

google/timecast 📦

Performant, composable online learning

Language: Python - Size: 84 KB - Last synced at: 29 days ago - Pushed at: over 4 years ago - Stars: 15 - Forks: 4

Hamid-Nasiri/Recurrent-Fuzzy-Neural-Network

MFRFNN: Multi-Functional Recurrent Fuzzy Neural Network for Chaotic Time Series Prediction

Language: MATLAB - Size: 11.1 MB - Last synced at: 5 months ago - Pushed at: almost 3 years ago - Stars: 65 - Forks: 5

Pegah-Ardehkhani/Corona-Virus-Forecasting-and-Analysis

Analysis and Forecasting of the Corona Virus Observed, Recovered and Death Cases Using Machine Learning Models and Plotly Library

Language: Jupyter Notebook - Size: 6.22 MB - Last synced at: 4 months ago - Pushed at: almost 3 years ago - Stars: 3 - Forks: 0

LibCity/Bigscity-LibCity

LibCity: An Open Library for Urban Spatial-temporal Data Mining

Language: Python - Size: 39.3 MB - Last synced at: 5 months ago - Pushed at: 6 months ago - Stars: 962 - Forks: 169

RebeccaSalles/TSPred

TSPred Package for R : Framework for Nonstationary Time Series Prediction

Language: R - Size: 478 MB - Last synced at: 19 days ago - Pushed at: about 4 years ago - Stars: 24 - Forks: 8

nullHawk/dps-munich-ai-challenge

Language: Jupyter Notebook - Size: 12.4 MB - Last synced at: 8 days ago - Pushed at: 6 months ago - Stars: 0 - Forks: 0

11a55an/time-series-forecasting-of-air-pollution

Forecasting temperature and air pollutants like CO, NO2, SO2, O3, PM2.5, PM10 using different ML & DL models.

Language: Jupyter Notebook - Size: 195 MB - Last synced at: 4 months ago - Pushed at: 11 months ago - Stars: 1 - Forks: 0

viluiz/gan

Generative adversarial networks (GAN) in a reduced-order model (ROM) framework for time series prediction, data assimilation and uncertainty quantification

Language: Jupyter Notebook - Size: 1.05 GB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 43 - Forks: 17

TrevorBuchanan/AgAIDResearch

Using time series machine learning models to predict crop growth and processing image field data collected by IoT units as part of an AgAID internship

Language: Python - Size: 1.34 GB - Last synced at: 7 months ago - Pushed at: 7 months ago - Stars: 1 - Forks: 1

drisskhattabi6/Energy-Consumption-Analysis-and-Prediction

This Repo contains Energy Consumption Analysis and Prediction using LSTM

Language: Jupyter Notebook - Size: 3.05 MB - Last synced at: 3 months ago - Pushed at: 7 months ago - Stars: 0 - Forks: 0

drisskhattabi6/Stock-Market-Analysis-and-Prediction-using-LSTM

This Repo Contains a Stock Market Analysis and Prediction using LSTM

Language: Jupyter Notebook - Size: 759 KB - Last synced at: 3 months ago - Pushed at: 7 months ago - Stars: 0 - Forks: 0

yishaiSilver/traffic-trajectory-prediction

Can we predict where cars, cyclists, and pedestrians will go?

Language: Python - Size: 23.1 MB - Last synced at: 8 months ago - Pushed at: 8 months ago - Stars: 0 - Forks: 0

Backgammonian/Electricity-Day-Ahead-Price-Forecasts

Russian Day-Ahead Wholesale Electricity Market Price Forecasts

Language: Jupyter Notebook - Size: 111 MB - Last synced at: 8 months ago - Pushed at: 8 months ago - Stars: 0 - Forks: 0

Nitin-Sagar-B/flowscope

Enhancing Decision Making and Prediction Optimization using the HybridFlow Forecast Model

Language: Python - Size: 26.4 KB - Last synced at: 2 months ago - Pushed at: 8 months ago - Stars: 1 - Forks: 0

II-STARLIGHT-II/sea-level-predictor

This project uses historical sea level data to forecast future trends. It creates scatter plots of sea level measurements and applies two lines of best fit, visualizing predictions from 1880 to 2050. This project demonstrates linear regression techniques and data visualization using Python, Matplotlib, and Pandas

Language: Python - Size: 43.9 KB - Last synced at: 8 months ago - Pushed at: 8 months ago - Stars: 0 - Forks: 0

estcab00/inflation-prediction

This repository contains the code for a research on inflation prediction using different Machine Learning methods. It was developed by @estcab00 for @qlabpucp

Language: Jupyter Notebook - Size: 259 MB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 1 - Forks: 0

ahmedshahriar/Time-Series-Projects

Collection of my Time series Analysis Projects

Language: Jupyter Notebook - Size: 3.99 MB - Last synced at: 3 months ago - Pushed at: over 3 years ago - Stars: 3 - Forks: 1

sdivyanshu90/DeepLearning.AI-TensorFlow-Developer-Professional-Certificate

This repository contains my coursework, assignments, and projects from the DeepLearning.AI TensorFlow Developer Professional Certificate program on Coursera. It covers key concepts and practical implementations in TensorFlow for AI, machine learning, deep learning, computer vision, NLP, and time series prediction.

Language: Jupyter Notebook - Size: 8.05 MB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 1 - Forks: 0

aishrock006/Capstone-Project

The Repository contains Udacity's Nanodegree Program final project

Language: Jupyter Notebook - Size: 20.9 MB - Last synced at: 10 months ago - Pushed at: over 5 years ago - Stars: 0 - Forks: 0

fa8i/Advanced-Time-Series-Forecasting

This project is a knowledge test on time series applied to pollution analysis. This exercise has been carried out with a series of restrictions on the dataset. The objective is to use machine learning techniques, specifically recurrent neural networks.

Language: Jupyter Notebook - Size: 1.67 MB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 2 - Forks: 0