Module 11: Neural networks (18. and 19.4.2024)

Lecture notes:

We have lectures Thursday 08.15-10.00 and Friday 12.15-14.00. The last lesson (13.15-14.00) will be given by Daesoo, who is a researcher in the field of deep learning.

Slides:

11Nnet.pdf
11Nnet.Rmd

Deep_Learning_in_Wilderness.pdf
Deep_Learning_in_Wilderness.pptx

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

2024-04-19, Daesoo Lee