A Linear Regression Lesson by Zack DeSairo
- What is linear regression slides.
- Why it is used.
- How it is used in the real world.
- Example of linear regression with wine data
- Load and inspect data
- Select Features
- Break out into testing / training data
- Train model (link to sklearn docs and statmodels)
- Score model and how to interpert the score
- Inspect coefficients
- Predict new wine quality scores of test data
- Saving / Exporting your model
- How to improve your model score
- Lab
- Train, score, and export a linear regression model using the white wine data set.
- Extra Credit