<?xml version="1.0" encoding="UTF-8"?><rss version="2.0"><channel><title>Necdet Duruk</title><description>Senior ML Engineer writing about time-series, foundation models, and production ML.</description><link>https://necdetduruk.com/</link><item><title>Why I&apos;m benchmarking time-series foundation models against an Isolation Forest</title><link>https://necdetduruk.com/posts/why-im-benchmarking-time-series-foundation-models/</link><guid isPermaLink="true">https://necdetduruk.com/posts/why-im-benchmarking-time-series-foundation-models/</guid><description>A rigorous comparison of time-series foundation models against a well-tuned Isolation Forest on SMD, with discussion of the metric problem in this literature.</description><pubDate>Sun, 17 May 2026 20:00:00 GMT</pubDate></item></channel></rss>