Insights & Tutorials

AI/ML Blog

Real projects, explained simply — from chest X-ray AI to predicting company bankruptcies.

AIApril 14, 20267 min read

How I Built an AI That Reads Any Document and Answers Your Questions

Most AI chatbots only know what they were trained on. This one reads YOUR files. Here is how RAG works — explained with visuals simple enough for a 10-year-old.

#RAG#LangChain#ChromaDB#LLM
Computer VisionApril 12, 20266 min read

How AI Can Read a Chest X-Ray and Detect Pneumonia

Doctors in many parts of the world do not have enough radiologists to read every X-ray. This AI does it in under 200ms with 86% accuracy. Here is how transfer learning makes that possible.

#Computer Vision#PyTorch#Transfer Learning#Medical AI
Machine LearningApril 10, 20266 min read

Can AI Predict a Company Will Go Bankrupt Before It Happens?

Banks and investors lose billions when companies collapse without warning. I built an AI early-warning system with 93.67% AUC accuracy using ensemble stacking — here is how it works.

#Machine Learning#XGBoost#LightGBM#Finance AI
AIApril 8, 20266 min read

How AI Can Hear Your Emotions: Building a Speech Emotion Detector

Your voice carries more information than your words. Pitch, speed, pauses — they all signal how you feel. I built an AI that listens to raw audio and classifies emotions with 85–92% accuracy.

#Speech AI#wav2vec2#PyTorch#NLP
Machine LearningApril 6, 20266 min read

How I Ranked Top 0.5% on Kaggle: Predicting Human Personality with AI

4,329 teams. One goal: predict introvert vs extrovert from 8 behavioural features. Here is the exact playbook that got me to rank 21 — external dataset merging, GradientBoosting, and 97.27% accuracy explained from scratch.

#Kaggle#GradientBoosting#scikit-learn#Feature Engineering