Plans for week 48, November 24-28
Dear all, this is our last week with regular activities and today, Monday November 24, we will have the last lecture.?
Today we will try to wrap up our discussions of autoencoders with a link to the principal component analysis before we try to summarize what we have done this semester (second part of the session today).? On Tuesday and Wednesday we will have our last lab sessions.?
The last set of weekly exercises has a deadline on Friday this week. We hope you have enjoyed the semester. We have and it has been a great pleasure to get to know you all. We plan to have the feedback for the second project by the end of this week, and the deadline for project 3 is December 15 and we are aiming at having the final grades early January. We will also go through all approved weekly exercises by the end of next week.? Several of you have experienced (and we have as well) that not all weekly exercises are properly registered. We will send an email to all of you by the end of next week where we ask you to check that all exercises have been registered.
The plans for this week are hence:
Lecture Monday, November 24
Plans for the lecture Monday 24 November.
Discussion of Autoencoders and principal component analysis
Summary of course
Readings and Videos
These lecture notes at?https://github.com/CompPhysics/MachineLearning/blob/master/doc/pub/week48/ipynb/week48.ipynb
Video on Autoencoders at?https://www.youtube.com/watch?v=hZ4a4NgM3u0
Goodfellow et al chapter 14.
Rashcka et al. Their chapter 17 contains a brief introduction only.
Deep Learning Tutorial on AEs from Stanford University at?http://ufldl.stanford.edu/tutorial/unsupervised/Autoencoders/
Building AEs in Keras at?https://blog.keras.io/building-autoencoders-in-keras.html
Lab sessions
Lab sessions on Tuesday and Wednesday.
Work on and discussion of project 3.
See updated note on usage of LLMs at the beginning of project description
Last weekly exercise, see exercises week 47 and 48, deadline November 28
Best wishes to you all,
Morten et al