Module 2: Advanced Tuning, LoRA & Parameter-Efficient Architectures

2.1 Low-Rank Adaptation (LoRA) Theory & Implementation

Detailed decomposition of full-rank weight updates into low-rank matrices A and B, minimizing memory overhead by up to 99%.