Beyond Integer Quantization: Approximate Arithmetic for Machine Learning Accelerators

There is an insatiable need for compute in AI/ML as the largest models in use today require thousands of GPU years to train. As these models increase in size, mitigating the power consumption while increasing compute performance is essential. Quantization to smaller number formats such as 8-bit floa... View More