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Quantization in CNNs: From FP32 Training to INT8 Deployment
A practical walkthrough of how CNN weights go from 32-bit floating point to 8-bit integers — and why it barely hurts accuracy.
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PCA and ZCA Whitening: A Comprehensive Study Guide
Understanding whitening transforms — from eigenvalue decomposition to PCA and ZCA whitening — with clear math and intuition.
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Depthwise and Pointwise Convolutions: A Practical Guide for Edge AI
How depthwise and pointwise convolutions enable efficient CNN deployment on edge devices.