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Deep Learning with Keras

Video Introducing this tutorial

Perceptron
Multilayer perceptron — the first example of a network
A real example — recognizing handwritten digits
A practical overview of backpropagation
Towards a deep learning approach
Summary
Installing Keras
Configuring Keras
Installing Keras on Docker
Installing Keras on Google Cloud ML
Installing Keras on Amazon AWS
Installing Keras on Microsoft Azure
Keras API
Callbacks for customizing the training process
Summary
Deep convolutional neural network — DCNN
An example of DCNN — LeNet
Recognizing CIFAR-10 images with deep learning
Very deep convolutional networks for large-scale image recognition
Summary
What is a GAN?
Deep convolutional generative adversarial networks
Keras adversarial GANs for forging MNIST
Keras adversarial GANs for forging CIFAR
WaveNet — a generative model for learning how to produce audio
Summary
Distributed representations
word2vec
Exploring GloVe
Using pre-trained embeddings
Summary
SimpleRNN cells
RNN topologies
Vanishing and exploding gradients
Long short term memory — LSTM
Gated recurrent unit — GRU
Bidirectional RNNs
Stateful RNNs
Other RNN variants
Summary
Keras functional API
Regression networks
Unsupervised learning — autoencoders
Composing deep networks
Customizing Keras
Generative models
Summary
Reinforcement learning
Example - Keras deep Q-network for catch
The road ahead
Summary
Keras 2.0 — what is new

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