Session 22

Introduction to Deep Learning

Class Objective:

The goal here is to provide an overview of how data processes can be scaled with Spark.

Readings (To be done before class):

You can do Deep Learning Neural Networks - The Math of Intelligence #4 Play Around with this Hands-On Machine Learning Hands-On Machine Learning with Scikit-Learn and TensorFlow by Aurélien Géron (Skim Chapters 9-11)

In Class Exercises

Deep learning exercises on Dropbox.

In Class

Topic
Link
Neural Networks Quick Overview Open In Colab
Tensor Tutorial Open In Colab
Convolutional Neural Network Tutorial Open In Colab
Pytorch MNIST Open In Colab
Introduction to Tensorflow Open In Colab
Convolutional Neural Network Tutorial Open In Colab