<?xml version="1.0" encoding="UTF-8"?><rss version="2.0"><channel><title>Seeking Zima — Anil Kumar Panda</title><description>Writing about ML, building products with AI, and systems thinking.</description><link>https://anilkumarpanda.com/</link><item><title>Monotonic Constraints for Boosting Models</title><link>https://anilkumarpanda.com/writing/monotonic-constraints/</link><guid isPermaLink="true">https://anilkumarpanda.com/writing/monotonic-constraints/</guid><description>When high performance creates non-intuitive models — enforcing domain knowledge without sacrificing accuracy.</description><pubDate>Fri, 01 Mar 2024 00:00:00 GMT</pubDate></item><item><title>ML Model Metric Credibility</title><link>https://anilkumarpanda.com/writing/ml-metric-credibility/</link><guid isPermaLink="true">https://anilkumarpanda.com/writing/ml-metric-credibility/</guid><description>How confident are you that your model performance isn&apos;t below 0.75 AUC? A framework for honest evaluation.</description><pubDate>Mon, 15 Jan 2024 00:00:00 GMT</pubDate></item><item><title>Finding Where Your Model Fails</title><link>https://anilkumarpanda.com/writing/error-analysis/</link><guid isPermaLink="true">https://anilkumarpanda.com/writing/error-analysis/</guid><description>Looking at misclassified data points and inferring why your model fails on specific subpopulations.</description><pubDate>Fri, 10 Nov 2023 00:00:00 GMT</pubDate></item></channel></rss>