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Top 13 time-series-prediction open source projects

Probabilistic time series modeling in Python

✭ 2,373

python Jupyter Notebook deep-learning machine-learning pytorch neural-networks time-series mxnet forecasting time-series-prediction time-series-forecasting

Traffic-Prediction-Open-Code-Summary

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

✭ 58

open-source deep-learning traffic on-demand on-demand-service spatio-temporal graph-convolutional-networks traffic-prediction trajectory-prediction time-series-prediction spatio-temporal-prediction traffic-flow-prediction graph-neural-networks paper-list estimated-time-of-arrival traffic-accident-prediction open-code traffic-speed-prediction travel-time-prediction

time series classification prediction

Different deep learning architectures are implemented for time series classification and prediction purposes.

✭ 17

python deep-learning tensorflow keras spyder nueral-networks time-series-clustering time-series-classification time-series-prediction

financial-ts-prediction-with-deeplearning

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

✭ 15

python deep-learning time-series neural-network pytorch financial-analysis time-series-prediction

fireTS

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

✭ 62

python machine-learning time-series predictive-modeling time-series-analysis narx time-series-prediction autoregression nonlinear-time-series nonlinear-timeseries-analysis

air-quality-prediction

Repository of KDD Cup, 2018.

✭ 48

Jupyter Notebook python seq2seq-model time-series-prediction

awesome-time-series

Resources for working with time series and sequence data

✭ 178

machine-learning database time-series time-series-database time-series-analysis anomaly-detection time-series-classification time-series-prediction time-series-forecasting time-series-data-mining

lstm-electric-load-forecast

Electric load forecast using Long-Short-Term-Memory (LSTM) recurrent neural network

✭ 56

python deep-learning keras lstm rnn lstm-neural-networks time-series-prediction

Predictive-Maintenance

time-series prediction for predictive maintenance

✭ 28

python Jupyter Notebook matlab lstm-model time-series-prediction predictive-maintenance health-index

exact

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

✭ 43

C++PHP python CMake shell HTML c evolution neuroevolution evolutionary-algorithms gecco time-series-prediction evolved-neural-networks

awesome-energy-forecasting

list of papers, code, and other resources

✭ 31

wind-speed energy-data solar-energy renewable-energy wind-energy clean-energy time-series-prediction time-series-forecasting building-energy solar-forecasting wind-energy-analytics energy-prediction wind-forecasting building-energy-forecasting

DARNN

A Dual-Stage Attention-Based Recurrent Neural Network for Time Series Prediction

✭ 90

python shell recurrent-neural-networks attention-mechanism time-series-prediction

1-13 of 13 time-series-prediction projects