Deep Learning - Google

Udacity
Online

Gratis

Informazione importanti

  • Corso
  • Online
  • Quando:
    Da definire
Descrizione

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

Informazione importanti
Sedi

Dove e quando

Inizio Luogo
Da definire
Online

Cosa impari in questo corso?

Networks
Text
Machine Learning
Deep Learning
Neural Networks

Programma

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.