Lecture 4, Regression Introduction
Tid: Torsdag 10 september 2015 kl 13:00 - 15:00
Plats: M2
Aktivitet: Föreläsning
Lärare: Atsuto Maki ()
Studentgrupper: TCSCM_CSCA_2, TCSCM_CSCD_2, TCSCM_CSCE_2, TCSCM_CSCG_2, TEBSM_INMV_1, TEBSM_INSR_1, TITMM_2, TIVNM_DITS_2, TIVNM_HCID_1, TKOMK_3, TMAIM_1, TSCRM_1, TSCRM_2, TTMAM_1
Topics:
- Function approximation
- Linear regression
- RANSAC
- Nearest Neighbours regression
- Linear regression + regularization
- Ridge regression
- Lasso
Related reading:
Chapter 3.1, 3.2, 3.5 and 6.2 from An Introduction to Statistical Learning (Springer, 2013)
Gareth James, Daniela Witten, Trevor Hastie and Robert Tibshirani
Available online: http://www-bcf.usc.edu/~gareth/ISL/