Machine learning ITI8565

Allikas: Kursused
(Ümber suunatud leheküljelt ITI8565)

Machine learning ITI8565

Spring 2018/2019

ITI8565: Machine learning

Taught by: Sven Nõmm

EAP: 6.0

Examinations and Consultations: ICT-405

23.05.2019 16:00-17:30 Consultation

28.05.2019 16:00-17:30 Consultation

31.05.2019 16:00-17:30 Exam

11.06.2019 16:00-17:30 Consultation

13.06.2019 16:00-17:30 Exam/ Make-up Exam

If you wish to defend your final project during consultations please inform your lecturer in advance.


Time and place:

 Lectures: Thursdays 14:00-15:30  ICT-A1
 Labs:  Thursdays   16:00-17:30  ICT-401

Consultation: By appointment.

Additional information: sven.nomm@taltech.ee

Sisukord

Lectures

Lecture 1 Introduction and distance function

Slides

Lecture 2 Cluster Analysis I

Slides

Lecture 3 Cluster Analysis II

Slides

Lectures 4 - 5 Supervised Learning I

Slides

Lecture 6 Supervised Learning II

Slides

Lecture 7 Supervised Learning III

Slides

Lecture 8 Supervised Learning IV

Slides

Lecture 9 Neural Networks

Slides Slides

Lecture 10 Neural Networks

Slides

Lecture 11 Ensemble Learning

Slides

Lecture 12 Markov models

Slides

Evaluation

  • 91 < score -- grade 5 (excellent)
  • 81 < score < 90 -- grade 4 (very good)
  • 71 < score < 80 -- grade 3 (good)
  • 61 < score < 70 -- grade 2 (satisfactory)
  • 51 < score < 60 -- grade 1 (acceptable)

score ≤ 50 -- a student has failed the course