math

AI discovers latest math algorithms

Good morning, AI enthusiasts. The race to attain AI that makes real scientific breakthroughs just hit a milestone — with DeepMind's AlphaEvolve discovering latest math solutions which have eluded humans for the reason that...

Attaining LLM Certainty with AI Decision Circuits

of AI agents has taken the world by storm. Agents can interact with the world around them, write articles (not this one though), take actions in your behalf, and usually make the difficult...

Explained: How Does L1 Regularization Perform Feature Selection?

is the technique of choosing an optimal subset of features from a given set of features; an optimal feature subset is the one which maximizes the performance of the model on the given...

Why CatBoost Works So Well: The Engineering Behind the Magic

is a cornerstone technique for modeling tabular data on account of its speed and ease. It delivers great results with none fuss. Whenever you go searching you’ll see multiple options like LightGBM, XGBoost,...

Unlock the Power of ROC Curves: Intuitive Insights for Higher Model Evaluation

all been in that moment, right? Looking at a chart as if it’s some ancient script, wondering how we’re speculated to make sense of all of it. That’s exactly how I felt once...

Kernel Case Study: Flash Attention

mechanism is on the core of recent day transformers. But scaling the context window of those transformers was a significant challenge, and it still is despite the fact that we're within the era...

Mastering the Poisson Distribution: Intuition and Foundations

You’ve probably used the traditional distribution one or two times too many. All of us have — It’s a real workhorse. But sometimes, we run into problems. As an example, when predicting or forecasting...

One Turn After One other

While some games, like rock-paper-scissors, only work if all payers choose their actions concurrently, other games, like chess or Monopoly, expect the players to take turns one after one other. In Game Theory, the...

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