Akshay Etukuri

Akshay Etukuri
2 posts
Predicting Customer Churn Before It Happens: An End-to-End ML Project with SHAP Explainability
How I built, explained, and deployed a churn prediction model — twice. The Problem Nobody Likes to Talk About Every subscription business has the same quiet fear: customers leaving without warning. In
Jul 4, 20266 min read
Fine-Tuning BERT to Classify Security Logs — And the 100% Accuracy Trap I Fell Into
The idea Security teams deal with a constant stream of raw log lines — logins, file access, network connections, the occasional actual attack. Most of that triage still runs on hand-written regex rule
Jul 4, 20264 min read2