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by Josh Patterson, Adam Gibson
Getting started with deep learning
1. Foundations of Neural Networks and Deep Learning
Neural Networks
The Biological Neuron
The Perceptron
Multilayer Feed-Forward Networks
Training Neural Networks
Backpropagation Learning
Activation Functions
Linear
Sigmoid
Tanh
Hard Tanh
Softmax
Rectified Linear
Loss Functions
Loss Function Notation
Loss Functions for Regression
Loss Functions for Classification
Loss Functions for Reconstruction
Hyperparameters
Learning Rate
Regularization
Momentum
Sparsity
2. Fundamentals of Deep Networks
Defining Deep Learning
What Is Deep Learning?
Organization of This Chapter
Common Architectural Principles of Deep Networks
Parameters
Layers
Activation Functions
Loss Functions
Optimization Algorithms
Hyperparameters
Summary
Building Blocks of Deep Networks
RBMs
Autoencoders
Variational Autoencoders
3. Major Architectures of Deep Networks
Unsupervised Pretrained Networks
Deep Belief Networks
Generative Adversarial Networks
Convolutional Neural Networks (CNNs)
Biological Inspiration
Intuition
CNN Architecture Overview
Input Layers
Convolutional Layers
Pooling Layers
Fully Connected Layers
Other Applications of CNNs
CNNs of Note
Summary
Recurrent Neural Networks
Modeling the Time Dimension
3D Volumetric Input
Why Not Markov Models?
General Recurrent Neural Network Architecture
LSTM Networks
Domain-Specific Applications and Blended Networks
Recursive Neural Networks
Network Architecture
Varieties of Recursive Neural Networks
Applications of Recursive Neural Networks
Summary and Discussion
Will Deep Learning Make Other Algorithms Obsolete?
Different Problems Have Different Best Methods
When Do I Need Deep Learning?
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