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Mathematics for Machine Learning

Understanding Bayes’ Theorem and Naive Bayes in Python: A Practical Guide from Theory to Spam Classifier

If you’ve ever tried to explain Bayes’ theorem to someone at a party, you know the look you get. That glazed-over, polite nod that says “I’ll remember your name but…

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August 17, 2025
Understanding Bayes’ Theorem and Naive Bayes in Python: A Practical Guide from Theory to Spam Classifier
Machine Learning

Mastering SVM in Machine Learning: A Beginner-Friendly Tutorial

If you've been wandering the wilds of machine learning long enough, you've probably run into the acronym SVM. Maybe you nodded along in that one meeting, pretending to know what…

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May 25, 2025
Mastering SVM in Machine Learning: A Beginner-Friendly Tutorial
Machine Learning

Ensemble Learning Explained: How Voting Classifiers Boost Machine Learning Accuracy

When you hear "ensemble," you might think of a band — a bunch of musicians, each playing their own instrument, somehow coming together to make magic. Machine learning borrows that…

1 Comment
April 27, 2025
Ensemble Learning Explained: How Voting Classifiers Boost Machine Learning Accuracy
Machine Learning

Transfer Learning Explained: Save Time and Improve Model Performance

Imagine you're learning to play the guitar. Instead of figuring everything out from scratch, you watch an experienced musician, follow their techniques, and build upon their skills. That’s exactly how…

1 Comment
February 2, 2025
Transfer Learning Explained: Save Time and Improve Model Performance
Machine Learning

Gradient Boosting explained: How to Make Your Machine Learning Model Supercharged using XGBoost

Ever felt like your model’s nearly perfect but needs that little extra "boost"? Your model is not too bad to be thrown away in trash but also not good enough…

1 Comment
January 26, 2025
Gradient Boosting explained: How to Make Your Machine Learning Model Supercharged using XGBoost
Machine Learning

Build your *FIRST* Machine Learning using Python

You might have just learned some theory on machine learning and looking for a small, hands-on project to get hold of it. In this blog, we are going to build…

4 Comments
November 7, 2023
Build your *FIRST* Machine Learning using Python
Photo by Sora Shimazaki on Pexels.com

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  • Gradient Boosting explained: How to Make Your Machine Learning Model Supercharged using XGBoost
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    January 26, 2025/
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  • Linear Independence
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