lars/FYS-STK4155
1
0
Fork 0
Code Issues Pull Requests Actions Packages Projects Releases Wiki Activity

Update week39.do.txt

Browse Source
This commit is contained in:
Morten Hjorth-Jensen
2025-07-21 09:35:03 +02:00
parent f6a24024db
commit f33b810540
1 changed files with 7 additions and 7 deletions
Download Patch File Download Diff File Expand all files Collapse all files
doc/src/week39/week39.do.txt
+7 -7
View File
@@ -1,20 +1,20 @@
TITLE: Week 39: Optimization and Gradient Methods
AUTHOR: Morten Hjorth-Jensen {copyright, 1999-present|CC BY-NC} at Department of Physics, University of Oslo & Department of Physics and Astronomy and Facility for Rare Isotope Beams, Michigan State University
AUTHOR: Morten Hjorth-Jensen {copyright, 1999-present|CC BY-NC} at Department of Physics, University of Oslo
DATE: Week 39
!split
===== Plan for week 39, September 23-27, 2024 =====
===== Plan for week 39, September 22-26, 2025 =====
!split
===== Lecture Monday September 23 =====
===== Lecture Monday September 22 =====
!bblock Material for the lecture on Monday September 23
!bblock Material for the lecture on Monday September 22
* Repetition of Logistic regression equations and classification problems and discussion of Gradient methods. Examples on how to implement Logistic Regression and discussion of gradient methods
* Stochastic Gradient descent with examples and automatic differentiation (theme also for next week).
* "Video of lecture":"https://youtu.be/ISGpTC28Vmk"
* "Whiteboard notes":"https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2024/NotesSeptember23.pdf"
# * "Video of lecture":"https://youtu.be/ISGpTC28Vmk"
# * "Whiteboard notes":"https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2024/NotesSeptember23.pdf"
* Readings and Videos:
* These lecture notes
* For a good discussion on gradient methods, we would like to recommend Goodfellow et al section 4.3-4.5 and sections 8.3-8.6. We will come back to the latter chapter in our discussion of Neural networks as well.
@@ -38,7 +38,7 @@ DATE: Week 39
!split
===== Lecture Monday September 23, Optimization, the central part of any Machine Learning algortithm =====
===== Lecture Monday September 22, Optimization, the central part of any Machine Learning algortithm =====
The first few slides here are a repetition from last week.