machine learning Archives

How Lionsgate Revealed the Limits of Fine-Tuning in Machine Learning

In September 2024, Lionsgate announced a partnership with AI video company Runway to fine-tune a machine learning model on the studio’s...

mladvocate
Apr 25, 2026 3 min read

Why Learn Machine Learning in the Age of AI

AI and machine learning have never been more accessible. No-code AI platforms, prebuilt agents, and foundation models you can call with...

mladvocate
Apr 14, 2026 2 min read

What Is Cross Validation in Machine Learning

Cross validation in machine learning is not just a technique for testing a model. It is a way of asking a...

mladvocate
Apr 5, 2026 4 min read

What Is Overfitting in Machine Learning

Overfitting is not a model failing to learn. It is a model that learned exactly what it was shown, and nothing...

mladvocate
Apr 5, 2026 3 min read

What Regularization Does (and Why Your Model Needs It)

Overfitting is not a mistake the model makes. It is what happens when a model does exactly what it is told....

mladvocate
Mar 19, 2026 4 min read

How Machine Learning Works: It’s Not Learning

A machine learning model doesn’t work the way you probably think it does. When most people hear the word learning, they...

mladvocate
Mar 7, 2026 3 min read

Machine Learning for Non-Technical Professionals

Why Your “Silly Questions” Are Product Requirements We have a technical writer on our team. She’s sharp, curious, and exactly the...

mladvocate
Feb 27, 2026 7 min read

A Friendly Introduction to Principal Component Analysis

Most datasets don’t have two or three measurements per observation. They have dozens, sometimes hundreds. A patient record might include blood...

mladvocate
Feb 24, 2026 5 min read

Strike Zone Prediction Model: How Neural Networks Analyze MLB Statcast Data

Baseball has always been a numbers game. Batting averages, earned run averages, and RBIs have been part of the sport for...

mladvocate
Feb 8, 2026 2 min read

Inference vs Prediction in Machine Learning: What’s the Difference?

Some machine learning applications can make accurate recommendations but can’t explain the reasoning. Others provide clear explanations but aren’t quite as...

mladvocate
Mar 22, 2025 2 min read

Machine Learning Foundations Part 4: Understanding Hardware

When your phone slows down because too many apps are open, it lags, gets warm, and everything takes twice as long...

mladvocate
Dec 29, 2024 2 min read

Machine Learning Foundations Part 2: Understanding Models

This is Part 2 of our Foundations series. In Part 1, we covered data. Now we’re looking at models: what they...

mladvocate
Dec 8, 2024 2 min read

Machine Learning Foundations Part 1: Understanding Data

Data: The Foundation of Machine Learning This is the first post in a 4-part series that takes you behind the scenes...

mladvocate
Nov 22, 2024 10 min read

Making Sense of Data: From Statistics to AI

In today's data-driven world, the terms statistics, data science, machine learning, and artificial intelligence are often used interchangeably, yet each field...

mladvocate
Oct 12, 2024 3 min read

Welcome to Machine Learning Advocate

Machine Learning is everywhere. It decides which loan applications get approved, which medical scans get flagged for review, which play an...

mladvocate
Sep 28, 2024 1 min read