<?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[RACENG F1 Predictor]]></title><description><![CDATA[Raceng F1 Predictor]]></description><link>https://lorenzomazzilli2.wixsite.com/raceng-f1-predictor/blog</link><generator>RSS for Node</generator><lastBuildDate>Thu, 16 Apr 2026 00:21:16 GMT</lastBuildDate><atom:link href="https://lorenzomazzilli2.wixsite.com/raceng-f1-predictor/blog-feed.xml" rel="self" type="application/rss+xml"/><item><title><![CDATA[Enhance Your F1 Strategy Using Machine Learning Tools]]></title><description><![CDATA[Learn how Machine Learning is present and is evolving in the world of F1. You will discover how different teams use ML in different ways. Use of Machine Learning in F1 Understanding Machine Learning in F1 Machine learning (ML) is a subset of artificial intelligence that enables systems to learn from data and improve their performance over time without being explicitly programmed. In the context of Formula 1, ML can analyze vast amounts of data generated during races, practice sessions, and...]]></description><link>https://lorenzomazzilli2.wixsite.com/raceng-f1-predictor/post/enhance-your-f1-strategy-using-machine-learning-tools</link><guid isPermaLink="false">695f91f0fa76953805aa4a28</guid><pubDate>Thu, 08 Jan 2026 11:16:00 GMT</pubDate><enclosure url="https://static.wixstatic.com/media/d3b948_7008aa44af344878b80a54c6582ca3e2~mv2.jpg/v1/fit/w_1000,h_916,al_c,q_80/file.png" length="0" type="image/png"/><dc:creator>Lorenzo Mazzilli</dc:creator></item><item><title><![CDATA[Predict F1 Race Outcomes with RACENG F1 Predictor]]></title><description><![CDATA[RACENG is not just my Personal Project for my IB curriculum, it has been my gate into ML. Learn with me how I did it. Random Forest Regressor Graph 1. Predicting the Unpredictable  Formula 1 is known for its unpredictability. A ten-second pit stop, a sudden rain shower, or a rival's engine failure can quickly change a guaranteed win into a mid-field finish. However, beneath the chaos of race day is a solid foundation of data—lap times, tire wear, and historical performance trends. This...]]></description><link>https://lorenzomazzilli2.wixsite.com/raceng-f1-predictor/post/predict-f1-race-outcomes-with-raceng-f1-predictor</link><guid isPermaLink="false">695f91eed6016b61397009f4</guid><pubDate>Thu, 08 Jan 2026 11:15:58 GMT</pubDate><enclosure url="https://static.wixstatic.com/media/d3b948_4b44a686d3684090af8b45342a8252fc~mv2.png/v1/fit/w_1000,h_1000,al_c,q_80/file.png" length="0" type="image/png"/><dc:creator>Lorenzo Mazzilli</dc:creator></item><item><title><![CDATA[Open Source Innovations in F1 Race Prediction Technology]]></title><description><![CDATA[The data gathering process has been the longest and most important part of my project. Thankfully most of F1 data needed to create a predicting machine are open source, here you will understand the importance of this. Race Strategies for the Baharin 2024GP Understanding Race Prediction Technology Race prediction technology involves using data analytics and machine learning to forecast race outcomes based on various parameters. These parameters can include: Driver performance : Historical data...]]></description><link>https://lorenzomazzilli2.wixsite.com/raceng-f1-predictor/post/open-source-innovations-in-f1-race-prediction-technology</link><guid isPermaLink="false">695f91e8d6016b61397009e6</guid><pubDate>Thu, 08 Jan 2026 11:15:52 GMT</pubDate><enclosure url="https://static.wixstatic.com/media/d3b948_1427b8ebbd3b4cb3826f5885fd24738d~mv2.png/v1/fit/w_1000,h_1000,al_c,q_80/file.png" length="0" type="image/png"/><dc:creator>Lorenzo Mazzilli</dc:creator></item></channel></rss>