TensorFlow Tutorial for Time Series Prediction
This tutorial is designed to easily learn TensorFlow for time series prediction. Each tutorial subject includes both code and notebook with descriptions.
Tutorial Index
Time series prediction using Recurrent Neural Networks (RNN)
- Prediction for sine wave function using Gaussian process (code / notebook)
- Prediction for sine wave function using RNN (code / notebook)
- Prediction for electricity price (code / notebook)
Dependencies
Python (3.4.4)
TensorFlow (r0.9)
numpy (1.11.1)
pandas (0.16.2)
cuda (to run examples on GPU)
Dataset
- Energy Price Forecast 2016: http://complatt.smartwatt.net