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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…

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

Why Complex Models Need More Data: Polynomial Fitting in Machine Learning

You know how some people like to claim that the math we learn in high school has no real-world use? That it’s just a bunch of abstract equations you’ll never…

0 Comments
August 3, 2025
Why Complex Models Need More Data: Polynomial Fitting in Machine Learning
Machine Learning / Python

Style Transfer in Python: 6 Brilliant Steps to Turn Code into Art with PyTorch

You were probably supposed to be working on that feature ticket you promised your PM three sprints ago. But here you are, elbow-deep in convolutional layers, trying to make your…

0 Comments
June 29, 2025
Style Transfer in Python: 6 Brilliant Steps to Turn Code into Art with PyTorch
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…

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

Bagging and Pasting in Machine Learning: Enhancing Model Performance through Ensemble Methods

In the previous blog on Ensemble Learning Explained, we explored the world of ensemble learning and how combining multiple models can often outperform even the most finely tuned single model.…

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May 4, 2025
Bagging and Pasting in Machine Learning: Enhancing Model Performance through Ensemble Methods
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
Self Driving Vehicles

LiDAR vs. Cameras: Which One Won’t Crash Your Car?

If you've ever argued with a Tesla fanboy, you know that the "LiDAR vs. Camera" debate in self-driving tech is hotter than a GPU running stable diffusion. Some say LiDAR…

0 Comments
March 18, 2025
LiDAR vs. Cameras: Which One Won’t Crash Your Car?
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

3 Practical SVM Examples to Boost Your Machine Learning Skills

In the previous guide on Support Vector Machines, we understood the basic implementation and functioning of the machine learning classifier. In this post, I’ll walk you through three practical examples…

2 Comments
December 24, 2024
3 Practical SVM Examples to Boost Your Machine Learning Skills
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