Unlock the facility of mannequin optimization! Discover ways to apply quantization and make your GenAI fashions environment friendly with Python
What you’ll be taught
Perceive mannequin optimization methods: Pruning, Distillation, and Quantization
Study the fundamentals of knowledge varieties like FP32, FP16, BFloat16, and INT8
Grasp downcasting from FP32 to BF16 and FP32 to INT8
Study the distinction between symmetric and uneven quantization
Implement quantization methods in Python with actual examples
Apply quantization to make fashions extra environment friendly and deployment-ready
Acquire sensible expertise to optimize fashions for edge units and resource-constrained environments
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