<?xml version="1.0" encoding="UTF-8"?><rss xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:content="http://purl.org/rss/1.0/modules/content/" xmlns:atom="http://www.w3.org/2005/Atom" version="2.0"><channel><title><![CDATA[Math & ML Portfolio]]></title><description><![CDATA[Math & ML: Exploring Projects & Ideas]]></description><link>https://www.chai-ks.com/blog</link><generator>RSS for Node</generator><lastBuildDate>Sun, 18 Oct 2026 16:04:50 GMT</lastBuildDate><atom:link href="https://www.chai-ks.com/blog-feed.xml" rel="self" type="application/rss+xml"/><item><title><![CDATA[Handwritten Lecture Notes from Experts in the Field]]></title><description><![CDATA[Handwritten notes from MIT 6.034 (Artificial Intelligence), Lectures given by Prof. Patrick Winston. Covers the biological inspiration for neural nets, the threshold and sigmoid activation functions and the mathematical machinery behind Support Vector Machines Notes on Support Vector Machine (SVM) theory.]]></description><link>https://www.chai-ks.com/post/handwritten-notes</link><guid isPermaLink="false">6a97a324dd5827661b604a00</guid><pubDate>Wed, 02 Sep 2026 04:16:36 GMT</pubDate><dc:creator>Chaithanya Ks</dc:creator></item><item><title><![CDATA[The Entropy Problem: A Study of Pseudorandom Number Generator Theory]]></title><description><![CDATA[A technical survey of pseudorandom number generator theory and statistical validation Abstract The mathematical integrity of any application relying on pseudorandomness depends critically on properties of the underlying pseudorandom number generator (PRNG) that are frequently underspecified in practice. This article surveys the structural properties of F₂-linear generators and their scramblers, including algebraic normal form analysis, equidistribution theory, and the word polynomial...]]></description><link>https://www.chai-ks.com/post/the-entropy-problem-pseudorandom-number-generator</link><guid isPermaLink="false">6a9782889c8db6195f829e87</guid><pubDate>Wed, 02 Sep 2026 01:57:28 GMT</pubDate><dc:creator>Chaithanya Ks</dc:creator></item><item><title><![CDATA[Roo Spring-Hop Model]]></title><description><![CDATA[An exploratory project modeling kangaroo hop biomechanics from real motion-capture data, testing whether the motion pattern could help detect kangaroos on roads. Status: Exploratory / proof-of-concept (hobby project) Full source code:  github.com/chai-ks/roo-spring-hop-model Why this project Kangaroo–vehicle collisions are a real road safety problem in Australia, and detection is hard: incidents are relatively rare (so labeled training data is scarce), and some vision-based systems reportedly...]]></description><link>https://www.chai-ks.com/post/roo-spring-hop-model</link><guid isPermaLink="false">6a9767c9dc7f71450b490a19</guid><pubDate>Wed, 02 Sep 2026 00:03:21 GMT</pubDate><enclosure url="https://static.wixstatic.com/media/b958a8_033943a4104941a5b94de505a3b9e912~mv2.png/v1/fit/w_1000,h_1000,al_c,q_80/file.png" length="0" type="image/png"/><dc:creator>Chaithanya Ks</dc:creator></item></channel></rss>