https://github.com/hzy46/TensorFlow-Time-Series-Examples

Time Series Prediction with tf.contrib.timeseries
https://github.com/hzy46/TensorFlow-Time-Series-Examples

Last synced: about 1 month ago
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Time Series Prediction with tf.contrib.timeseries

• Host: GitHub
• URL: https://github.com/hzy46/TensorFlow-Time-Series-Examples
• Owner: hzy46
• Created: 2017-08-11T07:18:25.000Z (over 7 years ago)
• Default Branch: master
• Last Pushed: 2018-05-14T16:12:33.000Z (over 6 years ago)
• Last Synced: 2024-08-02T07:07:16.489Z (4 months ago)
• Language: Python
• Homepage:
• Size: 383 KB
• Stars: 474
• Watchers: 30
• Forks: 212
• Open Issues: 11
• Metadata Files:
  • Readme: README.md

Awesome Lists containing this project

• awesome_time_series_in_python - TensorFlow-Time-Series-Examples
• awesome-time-series - TensorFlow-Time-Series-Examples

README

        
# TensorFlow-Time-Series-Examples

Additional examples for [TensorFlow Time Series(TFTS)](https://github.com/tensorflow/tensorflow/tree/master/tensorflow/contrib/timeseries).

## Read a Time Series with TFTS

- From a Numpy Array: See "test_input_array.py".

- From a CSV file: See "test_input_csv.py".

## Predict a Time Series Using AR Model

- From a Numpy Array: See "train_array.py".

  

![](https://github.com/hzy46/TensorFlow-Time-Series-Examples/blob/master/img/array.jpg?raw=true)

- From a CSV file: See "train_csv.py".

![](https://github.com/hzy46/TensorFlow-Time-Series-Examples/blob/master/img/csv.jpg?raw=true)

## Predict a Time Series Using LSTM

- Univariate prediction with LSTM("train_lstm.py"):

![](https://github.com/hzy46/TensorFlow-Time-Series-Examples/blob/master/img/lstm.jpg?raw=true)

- Multivariate prediction with LSTM("train_lstm_multivariate.py"):

![](https://github.com/hzy46/TensorFlow-Time-Series-Examples/blob/master/img/lstm_multivariate.jpg?raw=true)