Catalog

Neural Networks and Deep Learning

1 Introduction to Deep Learning

2 Basics of Neural Network programming

3 Shallow neural networks

4 Deep Neural network

Improving Deep Neural Networks :

Hyperparameter tuning, Regularization and Optimization

1 Practical aspects of Deep Learning

2 Optimization algorithms

3 Hyperparameter tuning

Structuring Machine Learning Projects

1 ML strategy (1)

2 ML strategy (2)

Convolutional Neural Networks

1 Foundations of Convolutional Neural Networks

2 Deep convolutional models : case studies

3 Object detection

4 Special applications : Face recognition & Neural style transfer

Sequence Models

1 Recurrent Neural Networks

2 Natural Language Processing and Word Embeddings

3 Sequence models & Attention mechanism