Machine Learning Concepts and Algorithms.
The logistic regression cost function (also called cross-entropy loss) tells us how well our model fits the data. We have covered a good amount of… Read More »Cost Function in Logistic Regression (Formula Explained)
In the Logistic Regression for Machine Learning using Python blog, I have introduced the basic idea of the logistic function. The likelihood, finding the best… Read More »Maximum Likelihood Estimation (MLE) Formula for Machine Learning
If you’re deploying Large Language Models (LLMs) in production, your GPU decision is the single biggest driver of throughput, cost, and the maximum model size… Read More »How to Choose a GPU for LLMs: NVIDIA T4 vs A10G vs A100 (FP8 & VRAM Guide)
Ever wondered how your bank instantly approves your credit card application or how Netflix knows exactly which movie to recommend? The secret isn’t magic; it’s… Read More »Logistic Regression Applications: 5 Real-World Examples
This is a hands-on machine learning tutorial for beginners using Python. You will engineer features, select the best columns, train sklearn models, and on the… Read More »Machine Learning Tutorial for Beginners Using Python (Step-by-Step)
In 2026, almost nobody learns machine learning the way textbooks from 2018 described it: six months of pure statistics, then maybe neural networks, then maybe… Read More »How to Start Machine Learning from Scratch in 2026 (AI-First Roadmap)
7 AI Projects for High-Paying Jobs in 2025. Along the way, I’ve realized that the best candidates for AI and Data Science roles aren’t always… Read More »Top 7 AI Projects for High-Paying Jobs in 2025
Data, AI, and algorithms are everywhere these days. It’s hard to go a day without hearing about them. Much of this information is of value… Read More »Data Science in 2025: Is It Still a Good Career Choice?
Regression analysis is a powerful tool for uncovering relationships between variables. But what happens when those variables become too friendly with each other? This is… Read More »Multicollinearity in Regression
Imagine you’re trying to predict how much popcorn you’ll need for a movie night based on the number of friends coming over. You might guess… Read More »What does R-squared mean in regression?
