machine learning I

0100 - Introduction: slides
0110 - EMG example: slidesmaterial
0120 - Introduction to linear algebra slides, material, exercises
0130 - Introduction to probability theory slidesexercisesnotes

0200 - my first machine learning algorithm slidesexercises, notes 1+2

0300 - multivariate Gaussians slidesexercises

0400 - linear regression slidesexercisesnotes (CO) +  notes

0500 - linear classification slidesexercises

0600 - MLE applied to EMG slidesmaterial
0610 - MAP applied to EMG slidesmaterial

0700 - kernels slides
0710 - SVM
 slidesmaterialexercises

0800 - cross validation slidesmaterial

0900 - neural networks 1 slidesexercises
0910 - neural networks 2
 slides
0920 - deep neural networks slides
0930 - unsupervised learning slides

1000 - optimisation slidespapers

1100 - expectation maximisation slidesexercisessolutions to exercises
1110 - continuous latent variables: PCA, ICA, ...
 slides

topic for January 30, 2012: 

  • no class

topic for Feb 1, 2012: 

  • presentation of the midterm exam solutions
  • your chance to ask questions

zip

[NOTE: a generated zip file containing all of the above files is available here.]

changes in pdfs

Feb 17, 13:35: updated slides 0170 (SVM), a small error (see piazza)
Feb 15, 21:00: uploaded solutions to EM (1100)
Jan 20, 18:30: uploaded slides 1110
Jan 16, 16:30: uploaded slides 1100
Jan 09, 15:05: uploaded slides and papers 1000
Dec 21, 18:30: uploaded slides 0920 and 0930
Dec 18, 23:05: uploaded slides 0910
Dec 18, 13:22: updated slides 0900
Dec 14, 14:05: uploaded slides and exercises 0900
Dec 13, 12:45: updated slides 0710; uploaded slides & material 0800
Dec 09, 18:xx: added notes for 0400 and 0200
Dec 09, 18:20: slides 0130 updated (two indices wrong); slides 0710 updated
Dec 07, 18:00: slides 0710 updated
Dec 07, 11:07: 
slides 0610 and 0700 updated
Dec 06, 19:13: slides 0700 updated; slides and material 0710 uploaded
Dec 05, 10:20: 
slides 0610 updated
Dec 05, 09:20: slides and material 0610 and 0700 uploaded
Nov 28, 16:53: slides and material 0500 updated
Nov 28, 16:06: slides and material 0600 uploaded
Nov 25, 08:56: exercises 0500 updated
Nov 23, 10:20: slides 0500 uploaded
Nov 14, 10:14: slides and exercises 0400 uploaded
Nov 10, 22:20: slides 0130 updated
Nov 09, 22:30: exercises
 0300 updated
Nov 09, 16:37: slides 0300 updated
Nov 09, 15:40: exercises 0300 updated
Nov 08, 19:02: slides and exercises 0300 updated
Nov 02, 22:22: slides and exercises 0300 uploaded
Oct 31, 18:28: corrected slides 0130 uploaded
Oct 27, 13:00: corrected slides 0130 uploaded; notes 0130 uploaded; slides and exercises 0200 uploaded

news

We can't get rid of the nbsp's in the below.

We use piazza for our online discussions. You can post your own questions there which can be answered by fellow students or instructors.  Go to http://piazza.com/winter2012/in2064 to sign up; contact smagttumde for the access code.

We start at 18:10 / 16:10 sharp. Please be seated in the lecture hall by this time. Every class is divided into four blocks:

Mondays

Wednesdays

18:10 - 18:30

16:10 - 16:30

18:40 - 19:00

16:40 - 17:00

19:10 - 19:30

17:10 - 17:30

19:40 - 20:00

17:40 - 18:00

Please subscribe to the class mailing list. Go to http://lists.brml.de/cgi-bin/mailman/listinfo/mlstudents.

 

Lecturer

Dr. Patrick van der Smagt

Assistants

Dipl.-Inf. Justin Bayer
Dr. Claudio Castellini
Dipl.-Inf. Christian Osendorfer

Module

Modul IN2064

Type

Lecture

Language

English

Semester

WS 2011

ECTS

6.0

SWS

4V

Audience

Obligatory course for students of RCI
Elective course for students of Informatics (Diplom 5+, Bachelor 5+, Master 1+)
Elective course for students of Business Informatics (Bachelor 5+)

Prerequisite

Analysis I/II, Linear Algebra I/II and Probability Theory

Time, Location

Mon 18-20h (Hoersaal 2, MI)
Wed 16-18h (Hoersaal, Physik der LMU, Am Coulombwall 1, ground floor)

Exam

final project (counting as 1/4 of your final grade) plus written exam (counting as 3/4). You can only join the final exam if you handed in and attempted to solve at least 2/3 of all written assignments. Please hand in those assignments typeset and stapled on Wednesday in the week after the exercise sheet has been uploaded. Please hand in the solutions on paper only, and solved by yourself or in a group of 2.

There was a mid-term exam on Wednesday, Dec. 14, 2011. You were be able to score up to 10 points, which will count in your final grade. The final exam itself will score up to 100 points. You will not need more than 100 points, however, for a 1.0 final exam grade. So, the mid-term is voluntary and will never give a lower final grade.