Week 1: Introduction to Machine Learning
- Linear regression model part 1Video・10 mins
- Linear regression model part 2Video・6 mins
- Optional lab: Model representationCode Example・1 hour
- Cost function formulaVideo・9 mins
- Cost function intuitionVideo・15 mins
- Visualizing the cost functionVideo・8 mins
- Visualization examplesVideo・6 mins
- Optional lab: Cost functionCode Example・1 hour
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
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