8 Compression Techniques for Machine Learning Developers

Novel network quantization methods: SLQ and MLQ.

Efficient whole-network rank configuration proposal.

Google's 3LC: Lightweight, balanced traffic compression.

Universal DNN compression using randomization.

Transform coding and clustering for efficient encoding.

Weightless encoding achieves 496x weight compression.

Adaptive estimators enhance compression sensitivity.

MLPrune automates compression ratio decisions for layers.

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