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Workshop Overview
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Classroom Contents
The Next Million AI Apps - Developing Custom Models for Specialized Tasks
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- 1 Intro
- 2 Workshop Overview
- 3 Models
- 4 Open AI
- 5 GPT
- 6 Why Custom Language Models
- 7 Task Framework
- 8 Helm
- 9 Challenges
- 10 Data Synthesis Pipeline
- 11 Data Synthesis Blog
- 12 Prompt Engineering Notebook
- 13 Prompt Generator
- 14 Memory Footprint
- 15 Notebook
- 16 Tokenization
- 17 Naive Data Parallelization
- 18 Parameter Efficient Fine Tuning
- 19 Memory Profile
- 20 Memory Footprint Comparison
- 21 More Memory Usage Tricks
