{"id":167782,"date":"2025-05-09T13:09:25","date_gmt":"2025-05-09T13:09:25","guid":{"rendered":"https:\/\/ushopwell.com\/ublog\/macd-ai-trading-full-testing-breakdown\/"},"modified":"2025-05-09T13:09:25","modified_gmt":"2025-05-09T13:09:25","slug":"macd-ai-trading-full-testing-breakdown","status":"publish","type":"post","link":"https:\/\/ushopwell.com\/ublog\/macd-ai-trading-full-testing-breakdown\/","title":{"rendered":"MACD + AI Trading: Full Testing Breakdown"},"content":{"rendered":"<div class=\"youtubomatic-video-container\"><iframe loading=\"lazy\" width=\"580\" height=\"380\" src=\"https:\/\/www.youtube.com\/embed\/b6GKG-vGUyE?autoplay=1&#038;controls=1&#038;hl=en\" frameborder=\"0\" allowfullscreen><\/iframe><\/div>\n<p>Today we will discuss about improving the MACD Trading strategy by combining it with Decision Tree ML or AI Model. We will discuss throughly the difference. between Rolling window\/ Sliding window training, testing approach with that of Fixed training and testing set.. <\/p>\n<p>The codes can be found under strategies section for our members in Machine Learning and AI course.<\/p>\n<p>Chapters<br \/>\n00: 00 What You&#8217;ll Learn<br \/>\n00: 50 Decision Tree Resources<br \/>\n01: 33 Fixed Window Training<br \/>\n04: 15 Siding or Rolling Window Training<br \/>\n06: 35 Comparison between both Fixed vs Sliding<br \/>\n09: 35 Combing AI with Sliding window &#8211; Alpha Decay<br \/>\n13: 34 Code discussion<br \/>\n18: 00 Results<\/p>\n<p>Our Course&#8217;s<br \/>\n<a href=\"https:\/\/www.quantprogram.com\/store\" target=\"_blank\">https:\/\/www.quantprogram.com\/store<\/a><\/p>\n<p>Algorithmic Trading Python for Beginners &#8211; FULL TUTORIAL: <a href=\"https:\/\/youtu.be\/GDMkkmkJigw\" target=\"_blank\">https:\/\/youtu.be\/GDMkkmkJigw<\/a><br \/>\nJim Simons Trading Secrets 1.1 MARKOV Process: <a href=\"https:\/\/youtu.be\/gA0egjZcRB0\" target=\"_blank\">https:\/\/youtu.be\/gA0egjZcRB0<\/a><br \/>\nQuantConnect Full Tutorial 2024 &#8211; Worlds Best AlgoTrading Engine: <a href=\"https:\/\/youtu.be\/Ets0xGCjQ14\" target=\"_blank\">https:\/\/youtu.be\/Ets0xGCjQ14<\/a><br \/>\nFull Beginner Tutorial for Tradingview Pinecript: <a href=\"https:\/\/youtu.be\/G4ErIBbUZOc\" target=\"_blank\">https:\/\/youtu.be\/G4ErIBbUZOc<\/a><br \/>\nRSI Strategy Backtested Pinescript: <a href=\"https:\/\/youtu.be\/w1ETamJ8DcE\" target=\"_blank\">https:\/\/youtu.be\/w1ETamJ8DcE<\/a><br \/>\nBacktesting Pullback Strategy Pinecript: <a href=\"https:\/\/youtu.be\/F_yGjiB0bro\" target=\"_blank\">https:\/\/youtu.be\/F_yGjiB0bro<\/a><br \/>\nStan Weinstein Strategy Pinecript code: <a href=\"https:\/\/youtu.be\/Wodr4rCWzPw\" target=\"_blank\">https:\/\/youtu.be\/Wodr4rCWzPw<\/a><br \/>\nCreate Stop Loss Take Profit Code: <a href=\"https:\/\/youtu.be\/yP7qWD0JElo\" target=\"_blank\">https:\/\/youtu.be\/yP7qWD0JElo<\/a><br \/>\nCreating Trailing stop Loss in Tradingview Pinescript: <a href=\"https:\/\/youtu.be\/ZWyVF0fmGMs\" target=\"_blank\">https:\/\/youtu.be\/ZWyVF0fmGMs<\/a><br \/>\nRSI divergence V4 Pinescript code: <a href=\"https:\/\/youtu.be\/zCfMv_FxvME\" target=\"_blank\">https:\/\/youtu.be\/zCfMv_FxvME<\/a><br \/>\nDonchian Breakout Pinescript Code: <a href=\"https:\/\/youtu.be\/7fBlpT0YHpc\" target=\"_blank\">https:\/\/youtu.be\/7fBlpT0YHpc<\/a><br \/>\nInside day Strategy Pinescript Code: <a href=\"https:\/\/youtu.be\/_-QIv0KYnSM\" target=\"_blank\">https:\/\/youtu.be\/_-QIv0KYnSM<\/a><br \/>\nBullish Engulfing Strategy Pinescript Code: <a href=\"https:\/\/youtu.be\/JMEI9zbacbA\" target=\"_blank\">https:\/\/youtu.be\/JMEI9zbacbA<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Today we will discuss about improving the MACD Trading strategy by combining it with Decision Tree ML or AI Model. We will discuss throughly the difference. between Rolling window\/ Sliding window training, testing approach with that of Fixed training and testing set.. The codes can be found under strategies section for our members in Machine Learning and AI course. Chapters 00: 00 What You&#8217;ll Learn 00: 50 Decision Tree Resources&#8230;<\/p>\n","protected":false},"author":1,"featured_media":167783,"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-167782","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.8 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>MACD + AI Trading: Full Testing Breakdown - 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\/macd-ai-trading-full-testing-breakdown\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"MACD + AI Trading: Full Testing Breakdown - UshopWell.com\" \/>\n<meta property=\"og:description\" content=\"Today we will discuss about improving the MACD Trading strategy by combining it with Decision Tree ML or AI Model. 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Chapters 00: 00 What You&#8217;ll Learn 00: 50 Decision Tree Resources...\" \/>\n<meta property=\"og:url\" content=\"https:\/\/ushopwell.com\/ublog\/macd-ai-trading-full-testing-breakdown\/\" \/>\n<meta property=\"og:site_name\" content=\"UshopWell.com\" \/>\n<meta property=\"article:published_time\" content=\"2025-05-09T13:09:25+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\\\/macd-ai-trading-full-testing-breakdown\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/ushopwell.com\\\/ublog\\\/macd-ai-trading-full-testing-breakdown\\\/\"},\"author\":{\"name\":\"UShopWell\",\"@id\":\"https:\\\/\\\/ushopwell.com\\\/ublog\\\/#\\\/schema\\\/person\\\/6fd1f9e0ff932e534c86c70d5acff0fc\"},\"headline\":\"MACD + AI Trading: Full Testing Breakdown\",\"datePublished\":\"2025-05-09T13:09:25+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/ushopwell.com\\\/ublog\\\/macd-ai-trading-full-testing-breakdown\\\/\"},\"wordCount\":244,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/ushopwell.com\\\/ublog\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/ushopwell.com\\\/ublog\\\/macd-ai-trading-full-testing-breakdown\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/ushopwell.com\\\/ublog\\\/wp-content\\\/uploads\\\/2025\\\/11\\\/167782\\\/macd-ai-trading-full-testing-breakdown.jpg\",\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/ushopwell.com\\\/ublog\\\/macd-ai-trading-full-testing-breakdown\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/ushopwell.com\\\/ublog\\\/macd-ai-trading-full-testing-breakdown\\\/\",\"url\":\"https:\\\/\\\/ushopwell.com\\\/ublog\\\/macd-ai-trading-full-testing-breakdown\\\/\",\"name\":\"MACD + AI Trading: Full Testing Breakdown - 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