Efficient Machine Learning

Deep learning has significantly advanced computer vision but remains limited by heavy computation, slow inference, and privacy concerns. This thesis introduces resource-efficient solutions: (1) three knowledge-distillation methods—ℓ₁-regularized teacher training, teacher fine-tuning, and language-gu... View More