Machine Learning

100% Completed - Certificate

• - Week 1: Introduction to Machine Learning
• - Overview of Machine Learning
• - Supervised vs. Unsupervised Machine Learning
• - Practice Quiz: Supervised vs unsupervised learning
• - Regression Model
• - Practice Quiz: Regression Model
• - Train the model with gradient descent
• - Practice quiz: Train the model with gradient descent
• - Week 2: Regression with multiple input variables
• - Multiple linear regression
• - Practice quiz: Multiple linear regression
• - Gradient descent in practice
• - Practice quiz: Gradient descent in practice
• - Week 2 practice lab: Linear regression
• - Week 3: Classification
• - Classification with logistic regression
• - Practice quiz: Classification with logistic regression
• - Cost function for logistic regression
• - Practice quiz: Cost function for logistic regression
• - Gradient descent for logistic regression
• - Practice quiz: Gradient descent for logistic regression
• - The problem of overfitting
• - End of Access to Lab Notebooks
• - Practice quiz: The problem of overfitting
• - Week 3 practice lab: logistic regression
• - Conversations with Andrew (Optional)
• - Acknowledgments