Deep Learning

Everyone
  • 6 videos | 31m 26s
  • Includes Assessment
Deep learning: this recent technique has been the driving force behind the rise of artificial intelligence. Professor Ankur Moitra will demystify this method by describing its underpinnings and limitations.

WHAT YOU WILL LEARN

  • Gain a basic understanding of what deep learning is
    Understand the mathematics behind deep learning
    Know how to set the parameters of a deep neural network
  • Know how to apply gradient descent to a deep neural network
    Understand what a convolutional neural network is
    Know the limits of deep learning

IN THIS COURSE

  • 5m 39s
    Learn about a new approach to classification: deep learning. FREE ACCESS
  • 7m 51s
    Now that we've gotten a sense of the excitement surrounding deep learning, let's get into the mathematics of what it is and what it's all about. FREE ACCESS
  • Locked
    3.  Hierarchical Representations
    6m 31s
    Learn how to set the parameters of a deep neural network. FREE ACCESS
  • Locked
    4.  Fitting Parameters Using Back Propagation
    5m
    Find out how to apply gradient descent to a deep neural network. FREE ACCESS
  • Locked
    5.  Convolutional Neural Networks
    2m 31s
    Learn about convolutional neural networks. FREE ACCESS
  • Locked
    6.  Limitations of Deep Neural Network
    3m 55s
    Now that we know what deep learning can do, learn about the limitations of this method. FREE ACCESS

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