math
Artificial Intelligence
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...
Artificial Intelligence
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...
Artificial Intelligence
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,...
Artificial Intelligence
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...
Artificial Intelligence
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...
Artificial Intelligence
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...
Artificial Intelligence
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...
Artificial Intelligence
Linear Regression in Time Series: Sources of Spurious Regression
1. Introduction
It’s pretty clear that the majority of our work shall be automated by AI in the longer term. This shall be possible because many researchers and professionals are working hard to make their...
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