LLM Distillation: Core Concepts & Practical Applications (1-Hour Intensive)
Master the essentials of LLM distillation to optimize large language models for efficient deployment, covering core techniques, practical implementation, and future trends in just one hour.
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The Why & What of LLM Distillation
Unit 1: Why Distill LLMs?
LLMs: Big, Bigger, Biggest
The Need for Speed
Cost & Carbon Footprint
Enter LLM Distillation
Benefits of Distillation
Unit 2: What is LLM Distillation?
Logit Distillation
Feature Distillation
Sequence-Level Distillation
Hybrid Distillation
Distillation vs. Fine-tuning
Practical Strategies & Future Directions
Unit 1: Implementing Distillation Strategies
Data for Distillation
Loss Functions Decoded
Training the Student
Evaluating Distilled LLMs
Distillation Pitfalls
Unit 2: Advanced & Future Distillation
Data-Efficient Distillation
Task-Specific Distillation
Multi-Teacher Distillation
Online Distillation
The Future of Distillation