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INT8 and INT4 Quantization Tradeoffs

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Problem

Scenario

You are preparing a neural network for lower cost inference and smaller memory footprint, and you need to choose between different quantization schemes.

Question

Explain quantization (INT8, INT4) and its trade-offs.