Deep Learning

Course-01: Neural Networks and Deep Learning

1. Week-01 Introduction to Deep Learning
2. Week-02 Neural Networks Basics
3. Week-03 Shallow Neural Networks
4. Week-04 Deep Neural Networks

Course-02: Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization

1. Week-01 Practical aspects of Deep Learning
2. Week-02 Optimization Algorithms
3. Week-03 Hyperparameter tuning, Batch Normalization and Programming Frameworks

Course-03: Structuring Machine Learning Projects

1. Week-01 ML Strategy (1)
2. Week-02 ML Strategy (2)

Course-04 Convolutional Neural Networks

1. Week-01 Foundations of Convolutional Neural Networks
2. Week-02 Deep convolutional models: case studies
3. Week-03 Object detection
4. Week-04 Special applications: Face recognition & Neural style transfer

Course-05 Sequence Models

1. Week-01 Recurrent Neural Networks
2. Week-02 Natural Language Processing & Word Embeddings
3. Week-03 Sequence models & Attention mechanism