ADRIEN GUILLE

Associate Professor of Computer Science @ Université Lumière Lyon 2

Teaching

2019/2020 : 314 HETD - 2020/2021 : 284 HETD - 2021/2022 : 315 HETD - 2022/2023 : 285 HETD - 2023/2024 : 424 HETD - 2024/2025 : 350 HETD

Representation Learning for NLP (Master Machine Learning & AI @ U Lyon 2)

Course outline and suggested readings:

Pre-LLM Era

Learning vector space representations of words

Leveraging pre-trained word representations for supervised learning

Basic architectures for text classification
Advanced architecture for text generation

LLM Era

Foundation models

Adapting foundation models

Machine Learning with Graphs (Master Complex Systems @ ENS Lyon)

Course outline and suggested readings:

Pre-trained Node and Graph Representations

Graph Neural Networks

Reinforcement Learning (Master Machine Learning & AI @ U Lyon 2)

Course outline and suggested readings:

Formalizing reinforcement learning

Aligning a LLM by reinforcement learning

Practical implementation