Advanced Topics in Machine Learning
Created April 2017
Dirk - André Deckert
Mathematical Institute, LMU Munich, deckert@math.lmu.de
http://www.math.lmu.de/light-and-matter
1 Location and Time
- Event type: Student seminar
- Supervisor: Dirk - André Deckert
- Location: Hall B004, Mathematical Institute, LMU, Theresiensstr. 39
- Time: Wednesdays, 18-20h
2 News
- 2017-07-07: The block seminar organized by Christian Hirsch on July 12, 17 and 31 are announced. See: URL.
- 2017-06-16: I would like to annouce another interesting seminar on machine learning: “Montag, 19. Juni, 16:30 Uhr, Raum B251: Towards biologically plausible deep learning”
- 2017-06-12: Sorry, Nora’s talk was supposed to be postponed to the 28.06.17!
- 2017-06-07: Note that there is not seminar today. It was postponed to next week!
- 2017-05-01: First talks are scheduled
- 2017-05-01: It seems best to keep the seminar Wednesdays.
3 Program
Date | Title | Speaker |
---|---|---|
03.05.17 | no seminar | - |
10.05.17 | PAC Learning Model (blackboard, notes) | Francesco Romano |
17.05.17 | VC-Dimension (blackboard talk, notes) | Jukia Kraus |
24.05.17 | Boosting (blackboard talk) | Christoph Becker |
31.05.17 | word2vec (slides) | Yannick Couzinié |
07.06.17 | no seminar | - |
14.06.17 | no seminar | - |
21.06.17 | Unsupervised Learning (slides) | Shane Shang |
28.06.17 | Haar Cascades (slides) | Nora Kassner |
05.07.17 | Reinforcement Learning (slides) | Christian Hanauer |
12.07.17 | Recurrent Neural Networks (blackboard talk) | Dominik Meindl |
19.07.17 | no seminar | - |
27.07.17 | no seminar | - |
4 Suggestion for topics
Mathematical background
PAC Learning Model
Complexity Analysis and VC-Dimension
Complexity analysis of support vector machines
Boosting methods
Approximation
Architecture
Deep learning and convolution networks
Neural network training
Training of support vector machines
- Book: http://www.cs.nyu.edu/~mohri/mlbook/
- Implementation: http://www.csie.ntu.edu.tw/~cjlin/papers/libsvm.pdf
Recurrent networks
Unsupervised learning
Reinforcement learning
Special topics
Neural Turing machines
Image style transfer
Real-time face recognition with Haar cascades
Natural language processing
Parts of speech tagging
word2vec
doc2vec