Module 11: Neural networks (24. and 27.4.2023)
Lecture notes:
We have lectures Monday 10.15-12.00 and Thursday 8.15-9.00. The last lesson (9.15-10.00) is a recorded lecture by Daesoo.
11Nnet.pdf
11Nnet.html
11Nnet.Rmd
Recording by Daesoo (Thursday 9-10)
Slides by Daesoo (Thursday 9-10)
Additional material:
Here you find the Goodfellow, Bengio and Courville (2016) book:
https://www.deeplearningbook.org/
The Cholet and Allaire (2018) book is not available fully online, you could order it here (not compulsory!): https://www.manning.com/books/deep-learning-with-r
Videos on neural networks and back propagation (recommended!)
Video on back propagation / deep learning chapter 1
Video on back propagation / deep learning chapter 2
Video on back propagation / deep learning chapter 3
Video on back propagation / deep learning chapter 4
Recommended exercises:
Important information: The supervision for recommended exercise 11 is online via Whereby. Daesoo is available via the following link:
https://whereby.com/daesoo-lee
You can click on the link, allow camera/microphone access, and then you have to "knock". Daesoo will let you in as soon as he is free, but be aware that it might take some time.