Bahati Brenda Kizito

Bahati Brenda Kizito

#machine-learning

Articles tagged with #machine-learning

I Finally Understand What an ML Pipeline Actually Does
Imagine training a machine learning model today. You load a dataset, clean it, transform a few columns, train a model, check its accuracy, and save the result. Everything works. Now imagine doing the
Oct 12, 202619 min read1
Why Machine Learning Models Fail After Deployment
A model can be mathematically correct and still fail spectacularly in production, it can achieve excellent accuracy during evaluation, pass your tests, and produce predictions that look perfectly reas
Oct 11, 202624 min read3
Your ML Model Might Need Better Features, Not a Better Algorithm Feature Engineering Explained: A Beginner's Guide
Imagine you're building a machine learning model to predict whether someone will repay a loan, you give the model a dataset containing the borrower's age, monthly income, employment status, loan amoun
Oct 10, 202616 min read2
Model Drift vs Data Drift: What's Actually the Difference?
Your model is making predictions, the API is responding, nothing appears to be broken. But something has changed. The transactions reaching your fraud detection model look different from the ones it w
Oct 9, 202613 min read8
Your ML Model Isn't Done When It Gets 95% Accuracy
Your model scored 95%. Congratulations. Now comes the part nobody told you about. Because 95% accuracy might look amazing in a notebook and still leave you with a machine learning system that is slow,
Oct 7, 202615 min read6
I Finally Understand MLOps — Here’s How I’d Explain It to a Beginner
I used to think MLOps was just DevOps with a machine learning model attached. And honestly? I wasn't completely wrong. I was just missing the part that makes machine learning… well, machine learning i
Oct 6, 202618 min read13