Ramchand Kumaresan
PulseAugur coverage of Ramchand Kumaresan — every cluster mentioning Ramchand Kumaresan across labs, papers, and developer communities, ranked by signal.
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New rule predicts when evolutionary outer loops are not worth the cost
Researchers have developed a new screening rule to predict whether an evolutionary outer loop for neural network optimization will be beneficial. This rule, computed before implementation, assesses a ratio of single-sho…
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New Book Details Building Large Language Models From Scratch
Ramchand Kumaresan has launched a new book titled "Under The Hood: Build Every Layer of a Large Language Model from Scratch" through Leanpub. The book aims to guide readers through the process of constructing all the co…
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Apple M4 Max GPU's Tensor Compute Path Emulated, Not Accelerated
Researchers have reverse-engineered the Metal 4.1 tensor compute path on Apple's M4 Max GPU, revealing that the fp8 matmul2d operation is emulated rather than hardware-accelerated. This means the operation runs on the G…