Schedule
Day 1¶
| Item | Time | Duration | Instructor |
|---|---|---|---|
| Workshop Introduction | 10:00-10:40 | 40 min | Viktor |
| Brief introduction to public LLMs | 10:40-11:10 | 30 min | Jayant |
| Break | 11:10-11:20 | 10 min | - |
| LLM inference | 11:20-12:20 | 60 min | Chia-Jung |
| Lunch break | 12:20-13:20 | 60 min | - |
| LLM and hardware | 13:20-14:20 | 60 min | Yunqi |
| Break | 14:20-14:30 | 10 min | - |
| LLM formats | 14:30-15:30 | 60 min | Yunqi |
| Feedback | 15:30-15:40 | 10 min | - |
Total duration: 5 hr 40 min
Day 2¶
| Item | Time | Duration | Instructor |
|---|---|---|---|
| Recap Quiz and Feedback | 10:00-10:10 | 10 min | Jayant |
| Datapipeline | 10:10-11:10 | 60 min | Jayant |
| Break | 11:10-11:20 | 10 min | - |
| 〰️ Quantization | 11:20-12:20 | 60 min | Chia-Jung |
| Lunch break | 12:20-13:20 | 60 min | - |
| Model parallelism | 13:20-14:20 | 60 min | Yunqi |
| Break | 14:20-14:30 | 10 min | - |
| Multi-modal LLM / VLM inference | 14:30-14:50 | 20 min | Chia-Jung |
| RAG | 14:50-15:50 | 60 min | Jayant |
| Feedback | 15:50-16:00 | 10 min | - |
Total duration: 6 hrs
Day 3¶
| Item | Time | Duration | Instructor |
|---|---|---|---|
| Recap Quiz and Feedback | 10:00-10:10 | 10 min | Jayant |
| Prompt engineering | 10:10-11:00 | 50 min | Jayant |
| Break | 11:00-11:10 | 10 min | - |
| Tools, chain/tree-of-thought | 11:10-11:55 | 45 min | Viktor |
| Lunch break | 12:00-13:00 | 60 min | - |
| Post-training | 13:00-14:00 | 60 min | Jayant |
| HyperParameter tuning | 14:00-14:45 | 45 min | Viktor |
| Break | 14:45-15:00 | 15 min | - |
| Evaluation metrics | 15:00-15:45 | 45 min | Viktor |
| Feedback | 15:45-16:00 | 15 min | - |
Total duration: 5 hr 55 min