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 stock market multi-dimensional multi-sequential predictions:

Related Projects

price-prediction

Predicting different market prices using Deep Learning and Recurrent Neural Networks

21 May 2019 32

Financial-Time-Series

金融时间序列（预测分析 / 相似度 / 数据处理）

03 Jul 2019 167

traffic-prediction

Predict traffic flow with LSTM. For experimental purposes only, unsupported!

22 Sep 2016 49

AIAlpha

Use unsupervised and supervised learning to predict stocks

07 Oct 2018 1,711

time-series-forecasting-pytorch

Acquiring data from Alpha Vantage and predicting stock prices with PyTorch's LSTM

29 Apr 2021 231

stocks

Sentiment Analysis for Stock Prediction

09 Feb 2021 7

deep-learning-time-series

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

22 Aug 2019 2,567

EA-LSTM

EA-LSTM: Evolutionary attention-based LSTM for time series prediction

04 Jan 2020 21

Stock-Prediction

Technical and sentiment analysis to predict the stock market with machine learning models based o...

25 Feb 2021 137

awesome-google-colab

Google Colaboratory Notebooks and Repositories (by @firmai)

11 Nov 2019 1,363

lstm

Minimal, clean example of lstm neural network training in python, for learning purposes.

19 Jul 2015 1,747

timeseries-rnn

⏱️ char-rnn for time series data

22 Apr 2016 13

Price-Prediction

Implemented a predictive model for market prices leveraging deep learning techniques. Utilized re...

18 Aug 2024 0

neuralforecast

Time Series Prediction: A Non Linear Approach with Neural Networks

10 May 2016 35

seq2seq-signal-prediction

Signal forecasting with a Sequence-to-Sequence (seq2seq) Recurrent Neural Network (RNN) model in ...

31 Mar 2017 1,082

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