mental models

Bias vs. Variance: Why Your ML Model Can’t Have It All

Here’s something that frustrated me for years when I was learning machine learning: every time I fixed one problem with my...
mladvocate
7 min read

Classification vs Regression: Predicting What vs. How Much

In our previous post, we explored supervised vs. unsupervised learning. Now we’re diving into another fundamental choice you’ll face in every...
mladvocate
5 min read

Supervised vs Unsupervised Learning: The Two Main Ways Machines “Learn”

Remember learning to ride a bike? Some of us had a parent running alongside, holding the seat and shouting guidance: “Pedal...
mladvocate
5 min read