Deep Learning
Course-01: Neural Networks and Deep Learning
- Week-01 Introduction to Deep Learning
- Week-02 Neural Networks Basics
- Week-03 Shallow Neural Networks
- Week-04 Deep Neural Networks
Course-02: Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization
- Week-01 Practical aspects of Deep Learning
- Week-02 Optimization Algorithms
- Week-03 Hyperparameter tuning, Batch Normalization and Programming Frameworks
Course-03: Structuring Machine Learning Projects
- Week-01 ML Strategy (1)
- Week-02 ML Strategy (2)
Course-04 Convolutional Neural Networks
- Week-01 Foundations of Convolutional Neural Networks
- Week-02 Deep convolutional models: case studies
- Week-03 Object detection
- Week-04 Special applications: Face recognition & Neural style transfer
Course-05 Sequence Models
- Week-01 Recurrent Neural Networks
- Week-02 Natural Language Processing & Word Embeddings
- Week-03 Sequence models & Attention mechanism