Writing
Technical articles sharing what I've learned about machine learning, data science, and building reliable systems.
Featured Publications
Case StudyPublished
Customer Churn Analysis Using Supervised Learning Algorithms
A deep dive into predicting customer churn using Logistic Regression and ensemble methods. Includes business impact analysis of predictive analytics.
#MachineLearning#Classification#BusinessAnalytics
May 20258 min read
ReadTechnical PublicationPublished
Predictive Modeling for Real Estate Price Estimation Using Machine Learning
Exploring regression-based models for housing price prediction. Comparing Linear Regression, Random Forest, and feature-engineered approaches.
#MachineLearning#Regression#FeatureEngineering
March 202510 min read
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Tutorial
A Practical Guide to Cross-Validation
Why holdout validation isn't enough, and how to implement K-Fold, Stratified, and Time Series cross-validation correctly.
6 minFebruary 2025
Lessons Learned
Feature Engineering Lessons from Real Projects
Domain knowledge beats automated feature generation. Lessons learned from building production ML pipelines.
7 minJanuary 2025
Deep Dive
The Truth About Handling Imbalanced Datasets
SMOTE isn't always the answer. A balanced look at techniques for dealing with class imbalance in real-world problems.
9 minDecember 2024