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Getting Started with Java Deep Learning [Video]
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Installation and Setup
- The Course Overview
- Installing on Windows
- Quick Start
- Building NN Using GPU
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Neural Networks
- Classification and Clustering
- Softmax Function
- Multilinear Regression
- Logistic Regression
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Implementing Neural Nets
- Gradient Descent
- Multilayer Perceptron
- Feed-Forward Neural Networks
- Recurrent Neural Networks
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Deeper Architectures
- Long Short Term Memory Units
- Convolutional Neural Networks
- Denoising Autoencoders
- Restricted Boltzmann Machine
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Tuning
- Hyper-Parameter Space
- Fixing and Selecting Parameters
- Early Stopping
- Testing and Evaluating