Saturday, April 13, 2024

Groq, and the {Hardware} of AI — Intuitively and Exhaustively Defined | by Daniel Warfield | Apr, 2024

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Machine Studying | Accelerated Computation | Synthetic Intelligence

An evaluation of the foremost items of laptop {hardware} used to run AI, together with a brand new heavy hitter.

“Coordination Deconstructed” By Daniel Warfield utilizing MidJourney. All pictures by the writer except in any other case specified. All generated pictures made with MidJourney.

This text discusses Groq, a brand new strategy to laptop {hardware} that’s revolutionizing the way in which AI is utilized to actual world issues.

Earlier than we discuss Groq, we’ll break down what AI essentially is, and discover a number of the key parts of laptop {hardware} used to run AI fashions. Particularly; CPUs, GPUs, and TPUs. We’ll discover these vital items of {hardware} by beginning in 1975 with the Z80 CPU, then we’ll construct up our understanding to fashionable programs by exploring a number of the vital evolutions in laptop {hardware}.

Armed with an understanding of a number of the basic ideas and tradeoffs in laptop {hardware}, we’ll use that understanding to discover what Groq is, the way it’s revolutionizing the way in which AI computation is finished, and why that issues.

Naturally there’s rather a lot to cowl between early CPUs and a innovative billion greenback AI startup. Thus, this can be a fairly lengthy article. Buckle up, it’ll be price it.



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