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