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LINMA2472 Algorithms in data science

This repository contains different resources for the LINMA2472 courses given at UCLouvain. See the README in each subfolder for more details and troubleshooting:

  • HomeworkAD : Materials for HW1.
  • LabAD : Materials for the lab sessions.
  • Lectures : Pluto notebooks for lectures on LLMs and Diffusion Models. A static version of the notebooks is available here. This static version allows you to visualize the slides in your web browser without the need to install Julia nor Pluto.

Schedule

Week Monday Lecture Topic Lecturer Practice
S1 15/09/2025 Scalar AD Legat ⚗️ Forward Lab
S2 22/09/2025 Tensor AD Legat 🚀 HW1 + ️⚗ Reverse Lab
S3 29/09/2025 Tensor AD Legat
S4 05/10/2025 Second order Legat
S5 13/10/2025 Transformers Legat
S6 20/10/2025 Transformers Legat 💬 Midterm HW1
27/10/2025 🎃
S7 03/11/2025 Kernel Calbert
S8 10/11/2025 Kernel Calbert
S9 17/11/2025 Kernel Calbert 🏁 HW1
S10 24/11/2025 Diffusion Legat 🚀 HW2
S11 01/12/2025 Diffusion Legat
S12 08/12/2025 Diff Opt Legat
S13 15/12/2025 Sparse AD 🏁 HW2

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Course material for the course LINMA2472 at UCLouvain

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