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Hyperparameter Tuning: Grid, Random, and Bayesian Search
Technology

Hyperparameter Tuning: Grid, Random, and Bayesian Search

You trained a model, it scored 0.83, and now you’re staring at a wall of settings wondering which dials to turn. …

Abhay Abhay · Nov 10, 2025 · 4 min read
Decision Trees and Random Forests, Explained
Technology

Decision Trees and Random Forests, Explained

If you have ever played twenty questions, you already understand a decision tree. “Is it an animal? Does it have …

Abhay Abhay · Oct 25, 2025 · 4 min read
Loss Functions, Explained: How Models Know They're Wrong
Technology

Loss Functions, Explained: How Models Know They're Wrong

Every machine learning model, no matter how clever, is fundamentally an over-eager intern with one job: stop being …

Abhay Abhay · Oct 23, 2025 · 5 min read
Model Drift and Monitoring in Production
Technology

Model Drift and Monitoring in Production

Your model passed every test, nailed its validation metrics, and shipped to production amid a flurry of celebratory …

Abhay Abhay · Oct 16, 2025 · 4 min read
Agentic RAG: When Your Retrieval Pipeline Grows a Brain
Technology

Agentic RAG: When Your Retrieval Pipeline Grows a Brain

Classic RAG is the chatbot equivalent of a student who never reads the question twice. You ask something, it embeds your …

Abhay Abhay · Oct 10, 2025 · 4 min read
Supervised vs Unsupervised Learning: A Plain-English Guide
Technology

Supervised vs Unsupervised Learning: A Plain-English Guide

Imagine handing a stack of photos to two assistants. The first one gets a tidy answer key: “this is a cat, this is …

Abhay Abhay · Oct 4, 2025 · 5 min read
Gradient Descent: How Machine Learning Models Learn
Technology

Gradient Descent: How Machine Learning Models Learn

Strip away the hype and almost every machine learning model — from a humble linear regression to a 70-billion-parameter …

Abhay Abhay · Sep 18, 2025 · 4 min read
Support Vector Machines (SVM), Explained
Technology

Support Vector Machines (SVM), Explained

Picture two rival schools of fish drifting on either side of an invisible line, and your job is to draw the fence …

Abhay Abhay · Sep 15, 2025 · 5 min read
AI Agents Explained: From Chatbots to Autonomous Coworkers
Technology

AI Agents Explained: From Chatbots to Autonomous Coworkers

Ask a chatbot to “book me a flight to Lisbon under €200 and add it to my calendar,” and a plain chatbot will …

Abhay Abhay · Sep 12, 2025 · 5 min read
Optimizers Explained: SGD, Momentum, and Adam
Technology

Optimizers Explained: SGD, Momentum, and Adam

Gradient descent tells you which way is downhill. The optimizer decides how to actually take the step. That distinction …

Abhay Abhay · Sep 10, 2025 · 4 min read
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