LLM Fine-Tuning 11: LLM Knowledge Distillation | How to Distill LLMs (LLAMA, Phi & Beyond) Part 2
In this video (Part 2 of our Fine-Tuning Series), we dive into LLM Knowledge Distillation—a powerful way to make Large Language Models (LLMs) like BERT, DistilBERT, Phi, and LLaMA smaller, faster, and cheaper to run without losing too much performance.
You’ll learn:
What Knowledge Distillation is and why it matters for LLMs
How Teacher-Student training works (with Hugging Face Transformers)
A hands-on DistilBERT distillation example using PyTorch & Hugging Face
How to apply these concepts to other models like LLaMA and custom LLMs
Tips to speed up inference, cut costs, and deploy on edge devices
Perfect for:
ML Engineers
Data Scientists
Students & Researchers
Anyone building with LLMs in 2025!
Code Repository & Notes: https://github.com/sunnysavita10/Complete-LLM-Finetuning/blob/main/BERT_Finetuning.ipynb
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LLM Fine-Tuning Material: https://github.com/sunnysavita10/Complete-LLM-Finetuning
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