Vinoo J. Nedungadan

I am passionate about using data to solve complex challenges. Driven by the thrill of extracting meaningful insights from datasets, I specialize in developing predictive models and data-driven solutions rooted in statistical analysis and machine learning. This page is a collection of some of the tools and resources I've built to aid in that journey..

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Vibe Coding experiments

Kaggle Competitions

Titanic - Machine Learning from Disaster

Top 10% | Logistic Regression, Feature Engineering

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House Prices - Advanced Regression Techniques

Top 15% | XGBoost, Gradient Boosting, Stacking

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Digit Recognizer

99.5% Accuracy | Convolutional Neural Network (CNN)

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ML Concepts Static

Comprehensive static reference guide covering fundamental machine learning concepts, algorithms, and theoretical foundations.

Explore

ML Yearning Decision Tree

Interactive decision tree based on Andrew Ng's "Machine Learning Yearning" for systematic ML problem diagnosis and solution strategies.

Diagnose 🔍

ML Pipeline

End-to-end machine learning pipeline implementation guide with best practices for production-ready ML systems.

Build 🔧