Supervised Machine Learning: Regression and Classification

by DeepLearning.AI & Stanford University

Week 1: Introduction to Machine Learning

Overview of Machine Learning

• Welcome to Machine Learning!
• Application of Machine Learning

Supervised vs. Unsupervised Machine Learning

• What is Machine Learning?
• Supervised Learning - part 1
• Supervised Learning - part 2
• Unsupervised Learning - part 1
• Unsupervised Learning - part 2
• Jupyter Notebooks
• Python and Jupyter Notebooks

Practice Quiz: Supervised vs. Unsupervised Learning

Regression Model

• Linear Regression Model - part 1
• Linear Regression Model - part 2
• Optional lab: Model representation
• Cost function formula
• Cost function intuition
• Visualizing the cost function
• Visualization examples
• Optional lab: Cost Function

Practice Quiz: Regression Model

Train the Model with Gradient Descent

• Gradient Descent
• Implementing gradient descent
• Gradient Descent intuition
• Learning rate
• Gradient Descent for Linear Regression
• Running Gradient Descent
• Optional lab: Gradient Descent

Practice Quiz: Train the Model with Gradient Descent