Deep Learning - Google

Udacity
Online

Free

Important information

  • Course
  • Online
  • When:
    Flexible
Description

We’ll show you how to train and optimize basic neural networks, convolutional neural networks, and long short term memory networks.

Important information
Venues

Where and when

Starts Location
Flexible
Online

What you'll learn on the course

Networks
Text
Machine Learning
Deep Learning
Neural Networks

Course programme

Lesson 1: From Machine Learning to Deep Learning

  • Understand the historical context and motivation for Deep Learning.
  • Set up a basic supervised classification task and train a black box classifier on it.
  • Train a logistic classifier “by hand”Optimize a logistic classifier using gradient descent, SGD, Momentum and AdaGrad.

Lesson 2: Deep Neural Networks

  • Train a simple deep network.
  • Effectively regularize a simple deep network.
  • Train a competitive deep network via model exploration and hyperparameter tuning.

Lesson 3: Convolutional Neural Networks

  • Train a simple convolutional neural net.
  • Explore the design space for convolutional nets.

Lesson 4: Deep Models for Text and Sequences

  • Train a text embedding model.
  • Train a LSTM model.