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Schedule

Tentative schedule

~6hr/day including breaks and lunch

Day 1

Item Time Instructor
Overview of the landscape and proper resources TDB Viktor
Brief introduction to public LLMs (GPT, Llama...) TDB Jayant
Accessing LLMs / Quick inference TDB Chia-Jung / Yunqi
LLM format specifics TDB Yunqi
GPUs and performance TDB Yunqi

Day 2

Item Time Instructor
Datapipeline TDB Jayant
How to quantize (and other tools?) TDB Chia-Jung
Model parallelism TDB Yunqi
Multi-modalities TDB Chia-Jung
RAG TDB Jayant

Day 3

Item Time Instructor
Prompt engineering TDB Jayant
Tools, chain/tree-of-thought TDB Viktor
Finetuning, RL TDB Jayant
HyperParameter tuning TDB Viktor
Evaluation metrics TDB Viktor