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Deep Leaning Tutorials on Apache Spark using BigDL

Step-by-step Deep Leaning Tutorials on Apache Spark using BigDL. The tutorials are inspired by Apache Spark examples, the Theano Tutorials and the Tensorflow tutorials.

Topics

  1. RDD
  2. DataFrame
  3. SparkSQL
  4. StructureStreaming
  5. Forward and backward
  6. Linear Regression
  7. Introduction to MNIST
  8. Logistic Regression
  9. Feedforward Neural Network
  10. Convolutional Neural Network
  11. Recurrent Neural Network
  12. LSTM
  13. Bi-directional RNN
  14. Auto-encoder

Environment

Start Jupyter Server

  • Run pip install BigDL==0.3.0
  • Run jupyter notebook --notebook-dir=./ --ip=* --no-browser

Run Demo

  • Open a browser - Suggest Chrome or Firefox or Safari
  • Access notebook client at address http://localhost:8888, open the example ipynb files and execute.

Note

  • This notebook is for BigDL 0.3.0. Please refer branch-0.2 if you need to use BigDL 0.2.0.