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Morten Hjorth-Jensen
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TITLE: Week 42 Constructing a Neural Network code with introduction to Tensor flow
TITLE: Week 42 Constructing a Neural Network code with examples
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
DATE: October 16-20, 2023
DATE: October 14-18, 2024
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===== Plan for week 42 =====
!bblock Material for the active learning sessions on Tuesday and Wednesday
* Exercise on writing your own stochastic gradient and gradient descent codes. This exercise continues from the previous week but now with inclusion of automatic differentiation
* Discussion of project 2
* "See video on automatic differentiation from last year":"https://www.youtube.com/watch?v=cWCebuNKrA8". This video will be updated before Tuesday.
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!bblock Material for the lecture on Thursday October 12, 2023
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===== Lecture October 14, 2024 =====
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* Building our own Feed-forward Neural Network and discussion of project 2
* Readings and Videos:
* These lecture notes
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I also recommend Michael Nielsen's intuitive approach to the neural networks and the universal approximation theorem, see the slides at URL:"http://neuralnetworksanddeeplearning.com/chap4.html".
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===== Lecture Thursday October 19 =====
===== Material for the active learning sessions on Tuesday and Wednesday =====
!bblock
* Exercise on writing your own stochastic gradient and gradient descent codes. This exercise continues from the previous week but now with inclusion of automatic differentiation
* Discussion of project 2
!eblock
!split