Workshop Materials

Lectures

• Introduction to LLMs Grigory Sapunov
• LLM Evaluation Tatiana Shavrina
• LLM Agents Tatiana Shavrina
• LLM Agents (continued) Grigory Sapunov
• Fine-Tuning and Alignment Ilya Boytsov

Seminars

• Navigating RAG for Social Science Atita Arora
• LLM Observability and Evaluation John Githuly
• Tutorial: Creating Llama-Researcher John Githuly
• Gemini Model Deep Dive Christian Silva
• ORI's Guide to Self-Hosting LLMs Ciera Fowler

Lectures

All lectures by Elena Voita.

• The Evolutionary Journey of NLP
• Bias in LLMs and Interpretability
• LLMs and Alignment

Seminars

All workshops by Ilya Boytsov.

• Environment setup and intro
• Introduction to Hugging Face transformers
• Topic modelling with BERTopic
• Fine-tuning for classification
• Parameter Efficient Fine Tuning (PEFT)
• Transformers interpretability
• Model analysis with spaCy
• Prompts and instructions with Llama 2
• Detoxifying summarisation with RLHF