Udacity / Data Analyst Nanodegree Program / 3. Practical Statistics / Lesson 15

Lesson 15 Multiple Linear Regression

This is a list of Lecture video in Youtube.

Video: Introduction
https://www.youtube.com/watch?time_continue=14&v=b26v8HK-8-o

Video: Multiple Linear Regression
https://www.youtube.com/watch?time_continue=8&v=rvYZp99nj6c

Screencast: Fitting A Multiple Linear Regression Model
https://www.youtube.com/watch?v=EZNvBF66_b0

Screencast + Text: How Does MLR Work?
https://www.youtube.com/watch?v=bvM6eUYyurA

Video: Multiple Linear Regression Model Results
https://www.youtube.com/watch?time_continue=6&v=qRD3OVX8UMM

Video: Dummy Variables / one-hot encoding
https://www.youtube.com/watch?v=-QTgDd-fZuA

Screencast: Dummy Variables / one-hot encoding
https://www.youtube.com/watch?time_continue=1&v=TxP_TD0kbOo

Video: Dummy Variables Recap
https://www.youtube.com/watch?time_continue=9&v=r7Lek8rsIcg

Video: Potential Problems
https://www.youtube.com/watch?time_continue=3&v=lGwB6YRThbI&feature=emb_logo

Screencast: Multicollinearity & VIFs
https://www.youtube.com/watch?time_continue=1&v=wbtrXMusDe8&feature=emb_logo

Video: Multicollinearity & VIFs
https://www.youtube.com/watch?time_continue=70&v=uiF3UcDWwPI&feature=emb_logo

Video: Higher Order Terms
https://www.youtube.com/watch?time_continue=7&v=AOfXMiJgo48&feature=emb_logo

Screencast: How to Add Higher Order Terms
https://www.youtube.com/watch?time_continue=3&v=gMHwogzqPOk&feature=emb_logo

Video: Interpreting Interactions
https://www.youtube.com/watch?time_continue=6&v=XV6S2srsdxw&feature=emb_logo

Video: Recap
https://www.youtube.com/watch?time_continue=3&v=VM6GGNC2q8I&feature=emb_logo