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Linear Regression Is Actually a Projection Problem (Part 2: From Projections to Predictions)

think that linear regression is about fitting a line to data. But mathematically, that’s not what it’s doing. It's finding the closest possible vector to your goal throughout the space spanned by features. To know this,...

Linear Regression Is Actually a Projection Problem, Part 1: The Geometric Intuition

learns machine learning often starts with linear regression, not simply because it’s easy, but since it introduces us to the important thing concepts that we use in neural networks and deep learning. We already...

Solving the Human Training Data Problem

Practice Makes Passing in computer science was anything but easy. I vividly remember reaching a breaking point around the top of the tenth week of my first semester. With just a couple of weeks...

The Black Box Problem: Why AI-Generated Code Stops Being Maintainable

A Pattern Across Teams forming across engineering teams that adopted AI coding tools within the last 12 months. The first month is euphoric. Velocity doubles, features ship faster, stakeholders are thrilled. By month three,...

Stop Tuning Hyperparameters. Start Tuning Your Problem.

. You’re three weeks right into a churn prediction model, hunched over a laptop, watching a Bayesian optimization sweep crawl through its 2 hundredth trial. The validation AUC ticks from 0.847 to 0.849. You...

The Subset Sum Problem Solved in Linear Time for Dense Enough Inputs

, I'll present an answer to the Subset Sum Problem, which has linear time complexity (), if all of the ‘’ input values are “close enough” to one another. We are going to see...

Do Labels Make AI Blind? Self-Supervision Solves the Age-Old Binding Problem

paper from Konrad Körding’s Lab , “Does Object Binding Naturally Emerge in Large Pretrained Vision Transformers?” gives insights right into a foundational query in visual neuroscience: what's required to bind visual elements and...

The Problem with AI Browsers: Security Flaws and the End of Privacy

latest browser; it charges your browser with the capabilities of an LLM. Although a browsing assistant sounds splendidly convenient and futuristic, Atlas leaves loads be be desired. On this post I’d wish to dive...

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