Deep Learning - Google

Udacity
Online

Kostenlos

Wichtige informationen

  • Kurs
  • Online
  • Wann:
    Freie Auswahl
Beschreibung

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

Wichtige informationen
Veranstaltungsort(e)

Wo und wann

Beginn Lage
Freie Auswahl
Online

Was lernen Sie in diesem Kurs?

Networks
Text
Machine Learning
Deep Learning
Neural Networks

Themenkreis

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.