<?xml version="1.0" encoding="UTF-8"?><rss version="2.0"><channel><title>Soumee Mukherjee</title><description>Machine learning researcher and software developer working across reliable AI systems, complex systems modelling, and applied research.</description><link>https://soumee2000.github.io/</link><item><title>Feature Engineering - I</title><link>https://soumee2000.github.io/feature-engineering/Feature-Selection/</link><guid isPermaLink="true">https://soumee2000.github.io/feature-engineering/Feature-Selection/</guid><description>Let&apos;s dig into selecting the right features for training our models with statistics: variance-based methods, correlation-based methods, ANOVA, and the chi-square test.</description><pubDate>Wed, 08 Feb 2023 18:30:00 GMT</pubDate></item><item><title>Whipping Up a Neural Network from Scratch</title><link>https://soumee2000.github.io/basics/Neural-Nets-From-Scratch/</link><guid isPermaLink="true">https://soumee2000.github.io/basics/Neural-Nets-From-Scratch/</guid><description>It&apos;s a fascinating world full of algorithms, all of which have simple origins and lucid explanations. Let&apos;s see if you can get inspired enough to code your own neural networks.</description><pubDate>Tue, 15 Jun 2021 18:30:00 GMT</pubDate></item><item><title>Web Scraping and Preparing a Dataset</title><link>https://soumee2000.github.io/basics/Web-scrapping/</link><guid isPermaLink="true">https://soumee2000.github.io/basics/Web-scrapping/</guid><description>The abundance of data these days is overwhelming, and it is growing at an ever-increasing rate. How wonderful would it be if we could use a little of it for our analytics? Let&apos;s get started with some of the tools.</description><pubDate>Tue, 06 Apr 2021 18:30:00 GMT</pubDate></item></channel></rss>