teaching

Teaching materials

Lectures and workshop materials.

Thoughts on Research

This document is work-in-progress

I've written down some of my thoughts on how to conduct research. Perhaps it helps some.
Find the document here
I'd be happy to hear your feedback on how to improve it.

University of Amsterdam

Foundation Models

uva-fomo

Spring 2024: Co-Lecturer, Co-course-coordinator

6 ECTS module in the MSc in AI course at UvA.
Content: Large-scale models, Training, Finetuning, Multimodal Learning, MoEs
Find the website here
Slides are here;
lecture on Parameter-Efficient Finetuning Methods (PEFT)
lecture on Mixture of Experts (MoEs)

Deep Learning 1

uva-dl1

Fall 2022/2023: Lecturer, course coordinator

6 ECTS module in the MSc in AI course at UvA.
Content: Basics in deep learning, optimisation, and various topics
Find the website here, and Phillip's tutorials here
Slides are here; mini-series on "how research gets done" here
Playlist of 2022 version; and Lecture 1:

Self-supervised and vision-language learning

uva-dl2

Spring 2023: Lecturer of module

1 ECTS Submodule at the Deep Learning 2 course in the MSc in AI course at UvA
Content: SOTA vision-language models, LLMs + vision models, in-context learning
Slides are here
Lecture 1:
Lecture 2:

Presentation training

VIS Lab group meeting

How to present and communicate in academic settings
Short workshop, practical exercises, including powerpoint karaoke
Slides are here