Plans for the week of February 2-6

Dear all and welcome back!??

Here are the plans for our sessions on February 5.? Note that since Morten is away for a workshop on quantum machine learning (Sweden), the lecture will be in the form of a recording only. However, we will run the exercise session 1215-14 as normal.? Thus, no regular lecture, just a recording. This will be uploaded before the regular lecture on February 5.

The teaching material is at https://github.com/CompPhysics/AdvancedMachineLearning/tree/main/doc/pub/week3/ipynb, see both jupyter-notebooks, the one called week3.ipynb and the one called BlackScholesPINN.ipynb.

Our plans for this week are?

Neural Networks with codes and Physics Informed Neural Networks, theory and codes

Start discussion of Convolutional Neural Networks (CNNs)

Discussion of possible projects during the lab session. We continue with your presentations during the lab session, please feel free to present your project ideas and more. Project suggestions from us will be available (Feb 4 in the afternoon) at https://github.com/CompPhysics/AdvancedMachineLearning/tree/main/doc/Projects/2026. There will be several proposals. Also, for suggestions from you, please take a look at ?https://github.com/CompPhysics/AdvancedMachineLearning/tree/main/doc/Projects/ProjectProposals/2026

These lecture notes are at?https://github.com/CompPhysics/AdvancedMachineLearning/blob/main/doc/pub/week3/ipynb/week3.ipynb

Best wishes to you all,

Morten, Oda and Ruben