Introduction to Deep Learning with Keras

Shagun Sodhani

 

 

Agenda

  • Introduction to Deep Learning
     
  • Introduction to Keras
     
  • Demo

 

 

What is Deep Learning?

Our good old neural networks but with more depth.

 

Artificial Neuron

What is all the hype about?

 

Text

Why Deep Learning?
Slide by Andrew Ng, all rights reserved.

Convolutional Neural Networks

Image by Andrej Karpathy, all rights reserved.

Convolution

Image by Leonardo Araujo dos Santos, all rights reserved.

Convolutional Neural Networks

Image by Andrej Karpathy, all rights reserved.

Convolutional Neural Networks

Image by Andrej Karpathy, all rights reserved.

Different Layers Are Like Lego Blocks

Keras

  • Deep Learning library
  • Runs over Theano and TensorFlow
  • Supports CNN, RNN, and combination
  • Supports arbitrary connectivity schemes
  • Runs seamlessly on CPU and GPU.
 
 

Thank You

 

Shagun Sodhani

Made with Slides.com