Super Data Science: ML & AI Podcast with Jon Krohn cover image

813: Solving Business Problems Optimally with Data, with Jerry Yurchisin

Super Data Science: ML & AI Podcast with Jon Krohn

CHAPTER

Optimizing Language Models with GPUs and CPUs

This chapter examines the critical role of GPUs in training large language models and the advantages of Nvidia's advanced CPUs in improving computational efficiency. It discusses recent advancements in CPU performance, mathematical optimization algorithms, and the evolution towards quadratic modeling in optimization. The complexity of modeling integer solutions and the interplay of primal and dual problems are also explored, highlighting the ongoing developments in both hardware and software optimization.

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