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IT: Artificial Intelligence & Data
Customizing and Optimizing LLMs
Curriculum
1 Section
8 Lessons
30 hours
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Unit 1 — Customizing and Optimizing LLMs
8
1.1
FINE‐TUNING AND CUSTOMIZABILITY
20 mins
1.2
PARAMETER‐EFFICIENT FINE‐TUNING METHODS
20 mins
1.3
COST AND PERFORMANCE IMPLICATIONS OF PEFT METHODS
20 mins
1.4
SUMMARY
20 mins
1.5
INTRODUCTION TO INFERENCE TECHNIQUES
20 mins
1.6
PROMPT ENGINEERING
20 mins
1.7
CACHING WITH VECTOR STORES
20 mins
1.8
CHAINS FOR LONG DOCUMENTS
20 mins
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