deeplearning.ai

Course 1 Neural Networks and Deep Learning

• Week 1 Introduction to Deep Learning
• Week 2 Neural Networks Basics
• Week 3 Shallow Neural Networks
• Week 4 Deep Neural Networks

Course 2 Structuring Machine Learning Projects

• Week 5 Practical Aspects of Deep Learning
• Week 6 Optimization Algorithms
• Week 7 Hyperparameter Tuning, Batch Normalization and Programming Frameworks

Course 3 Structuring Machine Learning Projects

(No code assignment)

• Week 8 ML Strategy (1)
• Week 9 ML Strategy (2)

Course 4 Convolutional Neural Networks

• Week 10 Foundations of Convolutional Neural Networks
• Week 11 Deep Convolutional Models: Case Studies
• Week 12 Object Detection
• Week 13 Special Applications: Face Recognition & Neural Style Transfer

Course 5 Sequence Models

• Week 14 Recurrent Neural Networks
• Week 15 Natural Language Processing & Word Embeddings
• Week 16 Sequence models & Attention mechanism