Lecture 3, Challenges to machine learning
Tid: Tisdag 8 september 2015 kl 10:00 - 12:00
Plats: D2
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:
- Challenges to machine learning
- Model complexity and overfitting
- The curse of dimensionality
- Concepts of prediction errors
- The bias-variance trade-off
Related reading:
Chapter 2 and 6.4 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/