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