1. Neural Network and Deep Learning

Week 1

• Quiz 1
• Logistic Regression as a Neural Network

Week 2

• Quiz 2
• Logistic Regression as a Neural Network

Week 3

• Quiz 3
• Building your Deep Neural Network - Step by Step
• Deep Neural Network Application-Image Classification

2. Improving Deep Neural Networks-Hyperparameter tuning, Regularization and Optimization

Week 1

• Quiz 1

• Initialization

• Regularization

• Gradient Checking

Week 2

• Quiz 2

• Optimization

Week 3

• Quiz 3

• Tensorflow

3. Structuring Machine Learning Projects

Week 1

• Quiz 1

Week 2

• Quiz 2

4. Convolutional Neural Network

Week 1

• Convolutional Model- step by step

Week 2

• ResNets

Week 3

• Car detection for Autonomous Driving

Week 4

• Neural Style Transfer

• Face Recognition

5. Sequence Models

Week 1

• Building a Recurrent Neural Network - Step by Step

• Dinosaur Island -- Character-level language model

• Jazz improvisation with LSTM

Week 2

• Word Vector Representation

• Emojify

Week 3

• Machine Translation

• Trigger Word Detection

Author

Haibin Yu/ @HeroKillerEver