Till KTH:s startsida Till KTH:s startsida

Lecture 5, Challenges to machine learning

Tid: Måndag 15 september 2014 kl 17:00 - 19:00 2014-09-15T17:00:00 2014-09-15T19:00:00

Kungliga Tekniska högskolan
HT 2014

Plats: E1

Aktivitet: Föreläsning

Lärare: Atsuto Maki ()

Studentgrupper: TCSCM_CSCA_1, TCSCM_CSCD_1, TCSCM_CSCE_1, TCSCM_CSCG_1, TEBSM_1, TITMM_2, TIVNM_HCID_1, TKOMK_3, TMAIM_MAIB_1, TSCRM_1, TSCRM_2, TTMAM_1, TTMAM_2

Info:

Topics:

  • Challenges to machine learning
  • Model complexity and overfitting
  • The curse of dimensionality
  • Concepts of prediction errors
  • The bias-variance trade-off

Slides for Lecture 5

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/
Schemahandläggare skapade händelsen 2 april 2014

ändrade rättigheterna 15 maj 2014

Kan därmed läsas av alla och ändras av lärare.
Lärare Atsuto Maki redigerade 29 augusti 2014

FöreläsLecture 5, Challenges to machine learning

Lärare Atsuto Maki redigerade 14 september 2014

Topics:¶


* Challenges to machine learning
* Model complexity and overfitting
* The curse of dimentionality
* Concepts of prediction errors
* The bias-variance trade-off
Slides from this lecture: Slides for Lecture 5¶

Related reading: Chapter 2 from An Introduction to Statistical Learning James et al.¶

available online at: http://www-bcf.usc.edu/~gareth/ISL/data.html¶

Lärare Atsuto Maki redigerade 14 september 2014

Topics:


* Challenges to machine learning
* Model complexity and overfitting
* The curse of dimentionality
* Concepts of prediction errors
* The bias-variance trade-off
Slides from this lecture: Slides for Lecture 5

Related reading: Chapter 2 from An Introduction to Statistical Learning James et al.¶ available online at: http://www-bcf.usc.edu/~gareth/ISL/data.html

Lärare Atsuto Maki redigerade 14 september 2014

Topics:


* Challenges to machine learning
* Model complexity and overfitting
* The curse of dimentionality
* Concepts of prediction errors
* The bias-variance trade-off
Slides from this lecture: Slides for Lecture 5

Lärare Atsuto Maki redigerade 15 september 2014

Topics:


* Challenges to machine learning
* Model complexity and overfitting
* The curse of dimentionality
* Concepts of prediction errors
* The bias-variance trade-off
Slides from this lecture: Slides for Lecture 5

Lärare Atsuto Maki redigerade 15 september 2014

Topics:


* Challenges to machine learning
* Model complexity and overfitting
* The curse of dimentionality
* Concepts of prediction errors
* The bias-variance trade-off
Slides from this lecture: Slides for Lecture 5



Lärare Atsuto Maki redigerade 15 september 2014

Topics:


* Challenges to machine learning
* Model complexity and overfitting
* The curse of dimentionality
* Concepts of prediction errors
* The bias-variance trade-off
Slides from this lecture: Slides for Lecture 5



Lärare Atsuto Maki redigerade 15 september 2014

Topics:


* Challenges to machine learning
* Model complexity and overfitting
* The curse of dimentionality
* Concepts of prediction errors
* The bias-variance trade-off
Slides from this lecture: Slides for Lecture 5

Lärare Atsuto Maki redigerade 5 oktober 2014

Topics:


* Challenges to machine learning
* Model complexity and overfitting
* The curse of dimentionality
* Concepts of prediction errors
* The bias-variance trade-off
Slides from this lecture: Slides for Lecture 5¶ or Lecture 5¶

Related reading:¶

Chapter 2 and 6.4 from An Introduction to Statistical Learning (Springer, 2013)¶

Gareth James, Daniela Witten, Trevor Hastie and Robert TibshiraniAvailable online: http://www-bcf.usc.edu/~gareth/ISL/

Lärare Atsuto Maki redigerade 9 juni 2015

Topics:


* Challenges to machine learning
* Model complexity and overfitting
* The curse of dimentsionality
* Concepts of prediction errors
* The bias-variance trade-off
Slides for Lecture 5

Related reading:

Chapter 2 and 6.4 from An Introduction to Statistical Learning (Springer, 2013)

Gareth James, Daniela Witten, Trevor Hastie and Robert TibshiraniAvailable online: http://www-bcf.usc.edu/~gareth/ISL/

Hela världen får läsa.

Senast ändrad 2015-06-09 20:25

Taggar: Saknas än så länge.