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Technique. Benefits. Hardware. Dynamic range quantization. 4x smaller, 2x to 3x speedup. CPU. Full integer quantization. 4x smaller, 3x+ speedup. CPU, Edge TPU ...
Available today, PyTorch 1.3 comes with the ability to quantize a model for inference on to either server or mobile devices. Quantization is a way to perform computation at reduced precision.
Dynamic programming algorithms are a good place to start understanding what's really going on inside computational biology software. The heart of many well-known programs is a dynamic programming ...