{"id":268299,"date":"2026-08-18T07:00:02","date_gmt":"2026-08-18T07:00:02","guid":{"rendered":"https:\/\/ushopwell.com\/ublog\/how-to-use-logistic-regression-for-trading-python-data-analysis-backtest\/"},"modified":"2026-08-18T07:00:02","modified_gmt":"2026-08-18T07:00:02","slug":"how-to-use-logistic-regression-for-trading-python-data-analysis-backtest","status":"publish","type":"post","link":"https:\/\/ushopwell.com\/ublog\/how-to-use-logistic-regression-for-trading-python-data-analysis-backtest\/","title":{"rendered":"How to Use Logistic Regression for Trading &#8211; Python Data Analysis &#038; Backtest"},"content":{"rendered":"<div class=\"youtubomatic-video-container\"><iframe loading=\"lazy\" width=\"580\" height=\"380\" src=\"https:\/\/www.youtube.com\/embed\/jh4OlQQUaMc?autoplay=1&#038;controls=1&#038;hl=en\" frameborder=\"0\" allowfullscreen><\/iframe><\/div>\n<p>Waiting list for SharpeEdge backtesting software:<br \/>\n<a href=\"https:\/\/forms.gle\/P5GafhzAawTUNkSv6\" target=\"_blank\">https:\/\/forms.gle\/P5GafhzAawTUNkSv6<\/a><\/p>\n<p>I tested whether a simple machine learning model can actually find a trading edge, starting with linear regression on the S&#038;P 500. It found nothing robust, tested across 10 instruments and 6 asset classes. Logistic regression, with the right target definition, did. This video walks through the full process: not just the model, but how I checked the result was real before trusting it.<\/p>\n<p>In this video:<br \/>\n&#8211; Why machine learning makes sense for trading<br \/>\n&#8211; The risks: look-ahead bias, overfitting, non-stationarity<br \/>\n&#8211; How logistic regression works<br \/>\n&#8211; How to setup the problem<br \/>\n&#8211; Python Data Analysis: feature engineering, target definition, correlation analysis, comparison with naive classifier, walk forward analysis, replication across other instruments, regularization using cross validation<br \/>\n&#8211; Backtesting the model signal in my own trading software<\/p>\n<p>Resources:<br \/>\nJupyter notebook: <a href=\"https:\/\/github.com\/pietrobelli26\/sharpe_edge_code\" target=\"_blank\">https:\/\/github.com\/pietrobelli26\/sharpe_edge_code<\/a> <\/p>\n<p>Interested in seeing this ported to an MT5 Expert Advisor? Let me know in the comments.<\/p>\n<p>\ud83d\udd14 Subscribe for algorithmic trading, quant research, and Python strategy development.<br \/>\n\ud83d\udccc Previous video \u2014 How to Code a Trading Bot in MetaTrader5:<br \/>\n<a href=\"https:\/\/youtu.be\/bVbqQzrxxZo\" target=\"_blank\">https:\/\/youtu.be\/bVbqQzrxxZo<\/a><\/p>\n<p>Disclaimer: This video is for educational purposes only and is not financial advice. Trading involves risk, and past performance (backtested or otherwise) does not guarantee future results.<\/p>\n<p>Timestamps:<br \/>\n00: 00 Intro<br \/>\n00: 29 Why ML for Trading<br \/>\n00: 56 Dangers<br \/>\n02: 12 Logistic Regression<br \/>\n03: 03 Regularisation<br \/>\n03: 51 Problem Setup<br \/>\n04: 43 Case Study<br \/>\n05: 20 Python Data Analysis<br \/>\n15: 29 Backtesting the Model<\/p>\n<p>#AlgorithmicTrading #MachineLearning #Python #QuantitativeTrading #LogisticRegression #TradingStrategy<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Waiting list for SharpeEdge backtesting software: https:\/\/forms.gle\/P5GafhzAawTUNkSv6 I tested whether a simple machine learning model can actually find a trading edge, starting with linear regression on the S&#038;P 500. It found nothing robust, tested across 10 instruments and 6 asset classes. Logistic regression, with the right target definition, did. This video walks through the full process: not just the model, but how I checked the result was real before trusting&#8230;<\/p>\n","protected":false},"author":1,"featured_media":268300,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":"","tve_updated_post":"","tve_custom_css":"","tve_user_custom_css":"","tve_globals":{},"tcb2_ready":0,"tcb_editor_enabled":0,"tve_landing_page":"","_tve_header":"","_tve_footer":""},"categories":[1],"tags":[],"class_list":["post-268299","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>How to Use Logistic Regression for Trading - Python Data Analysis &amp; Backtest - UshopWell.com<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/ushopwell.com\/ublog\/how-to-use-logistic-regression-for-trading-python-data-analysis-backtest\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"How to Use Logistic Regression for Trading - Python Data Analysis &amp; Backtest - UshopWell.com\" \/>\n<meta property=\"og:description\" content=\"Waiting list for SharpeEdge backtesting software: https:\/\/forms.gle\/P5GafhzAawTUNkSv6 I tested whether a simple machine learning model can actually find a trading edge, starting with linear regression on the S&#038;P 500. It found nothing robust, tested across 10 instruments and 6 asset classes. Logistic regression, with the right target definition, did. This video walks through the full process: not just the model, but how I checked the result was real before trusting...\" \/>\n<meta property=\"og:url\" content=\"https:\/\/ushopwell.com\/ublog\/how-to-use-logistic-regression-for-trading-python-data-analysis-backtest\/\" \/>\n<meta property=\"og:site_name\" content=\"UshopWell.com\" \/>\n<meta property=\"article:published_time\" content=\"2026-08-18T07:00:02+00:00\" \/>\n<meta name=\"author\" content=\"UShopWell\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"UShopWell\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/ushopwell.com\\\/ublog\\\/how-to-use-logistic-regression-for-trading-python-data-analysis-backtest\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/ushopwell.com\\\/ublog\\\/how-to-use-logistic-regression-for-trading-python-data-analysis-backtest\\\/\"},\"author\":{\"name\":\"UShopWell\",\"@id\":\"https:\\\/\\\/ushopwell.com\\\/ublog\\\/#\\\/schema\\\/person\\\/6fd1f9e0ff932e534c86c70d5acff0fc\"},\"headline\":\"How to Use Logistic Regression for Trading &#8211; 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