Home Machine Learning Quantization, Linear Regression, and {Hardware} for AI: Our Greatest Latest Deep Dives | by TDS Editors | Apr, 2024

Quantization, Linear Regression, and {Hardware} for AI: Our Greatest Latest Deep Dives | by TDS Editors | Apr, 2024

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Quantization, Linear Regression, and {Hardware} for AI: Our Greatest Latest Deep Dives | by TDS Editors | Apr, 2024

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There are occasions when brevity is a blessing; generally you simply have to determine one thing out rapidly to maneuver forward along with your day. Most of the time, although, when you’d wish to really find out about a brand new matter, there is no such thing as a substitute for spending a while with it.

That is the place our Deep Dives excel: these articles are typically on the longer facet (a few of them might simply grow to be a brief e-book!), however they reward readers with top-notch writing, nuanced explanations, and a well-rounded strategy to the query or drawback at hand. We’ve revealed some glorious articles on this class just lately, and needed to be sure to don’t miss out.

Completely happy studying (and bookmarking)!

  • Quantizing the AI Colossi
    Positive, Nate Cibik’s complete information to quantization could be an 81-minute learn, however we promise it’s well worth the funding: it’s a one-stop useful resource to know the mathematical underpinning of this ever-relevant strategy, meet up with latest analysis, and study concerning the sensible features of implementation, too.
  • Linear Regressions for Causal Conclusions
    For a radical and extremely accessible intro to linear regression, particularly within the context of enterprise issues and decision-making situations, head proper over to Mariya Mansurova’s newest explainer, which exhibits how a comparatively easy technique can yield refined insights.
  • Groq, and the {Hardware} of AI — Intuitively and Exhaustively Defined
    Everyone knows that latest advances in AI depend upon main enhancements to computing expertise, however far fewer amongst us can clarify intimately how this evolution unfolded. That is the place Daniel Warfield’s stellar overview kicks in, taking us by way of the complete latest historical past of {hardware} from CPUs and GPUs to TPUs and past.
Picture by K8 on Unsplash

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