Shreyas Kolala Venkataramanaiah

Efficient and Modularized Training on FPGA for Real-time Applications

Training of deep Convolution Neural Networks (CNNs) requires a tremendous amount of computation and memory and thus, GPUs are widely used to meet the computation demands of these complex training tasks. However, lacking the flexibility to exploit architectural optimizations, GPUs have poor energy ef…