Mastering Deep Learning: The Art of Approximating Non-Linearities with Piecewise Estimations Part-1

In the past year, we’ve witnessed an explosive surge in the popularity of Deep Learning. Large Language Models like GPT-4 and Generative models like DALL·E are dominating conversations across the internet. The enthusiasm surrounding Deep Learning has spurred the development of supercomputers like Nvidia’s DGX GH200. It is a computational powerhouse boasting an astonishing performance of 1 exaflops, tailor-made for neural network computations. Whenever Deep Learning is the subject of discussion, it inevitably goes hand in hand with Deep Neural …

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