jaungiers/LSTM-Neural-Network-for-Time-Series-Prediction

LSTM built using Keras Python package to predict time series steps and sequences. Includes sin wave and stock market data

Python

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19 commits

updated Mar 24, 2023

See the code

README

LSTM Neural Network for Time Series Prediction

LSTM built using the Keras Python package to predict time series steps and sequences. Includes sine wave and stock market data.

Full article write-up for this code

Video on the workings and usage of LSTMs and run-through of this code

Requirements

Install requirements.txt file to make sure correct versions of libraries are being used.

Python 3.5.x
TensorFlow 1.10.0
Numpy 1.15.0
Keras 2.2.2
Matplotlib 2.2.2

Output for sine wave sequential prediction:

Output for sin wave sequential prediction

Output for stock market multi-dimensional multi-sequential predictions:

Output for stock market multiple sequential predictions

Significant stargazers

Michael K.

71 followers · starred Sep 2018

Yanglet

429 followers · starred Dec 2018

Rob Szumski

124 followers · starred Jan 2018

Andrew Maguire

143 followers · starred Sep 2018

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