Relevance of FPGA in Machine Learning

High level view of the ML field as it relates to processors like CPU, GPU, FPGA and how efficient implementations can take advantage of the inherent characteristics of data being fed into neural net.
References :
github.com/Xilinx/brevitas
Errata:
There are approximately 10 threads per core, not thousands inside each smaller core inside streaming multiprocessor.