Optimizing Deep Learning Performance

This chapter explores the comparative performance of deep learning on GPUs versus CPUs, revealing scenarios where CPUs can outperform GPUs. It discusses benchmarking results from experiments and the effective use of algorithms in extreme classification tasks, emphasizing efficiency and speed improvements. The chapter also highlights the importance of adapting techniques to various computational challenges and potential advancements in hashing algorithms for enhancing deep learning applications.