The workshop is titled “LLM Finetuning Theory, Production and Deployment”.
Instructor: Dr. Raj Dandekar, MIT PhD
Timings: 8am IST on Saturday, Sunday (6 Sep, 7 Sep, 13 Sep, 14 Sep)
Here is what we will cover:
Part 1: Foundations
(a) Fine-tune an LLM from Scratch
Part 2: Practicals
The 3 pillars of modern LLM Finetuning: HuggingFace, Unsloth, JAX
(a) Finetune a TinyStories model using HuggingFace Trainer
(b) Finetune a Llama model using Unsloth Trainer
(c) Finetune a multimodal Gemma model using JAX Trainer
Part 3: Research
For both the below projects, we will use the OpenAI Finetuning Dashboard.
(a) Build an end-to-end research project published by Anthropic titled "Subliminal Learning"
(b) Build an end-to-end research project on RAFT (Retrieval Augmented Finetuning)
See you then!