{"id":286758,"date":"2026-10-12T14:00:31","date_gmt":"2026-10-12T14:00:31","guid":{"rendered":"https:\/\/ushopwell.com\/ublog\/ai-python-course-for-trading-what-to-learn-first-and-what-to-skip\/"},"modified":"2026-10-12T14:00:31","modified_gmt":"2026-10-12T14:00:31","slug":"ai-python-course-for-trading-what-to-learn-first-and-what-to-skip","status":"publish","type":"post","link":"https:\/\/ushopwell.com\/ublog\/ai-python-course-for-trading-what-to-learn-first-and-what-to-skip\/","title":{"rendered":"AI Python Course for Trading: What to Learn First, and What to Skip"},"content":{"rendered":"<div class=\"youtubomatic-video-container\"><iframe loading=\"lazy\" width=\"580\" height=\"380\" src=\"https:\/\/www.youtube.com\/embed\/H_ezyuz2lI8?autoplay=1&#038;controls=1&#038;hl=en\" frameborder=\"0\" allowfullscreen><\/iframe><\/div>\n<p>What an AI and Python course for trading should teach first, from three courses and a live trading robot. Seven skills in order: reading data fast (79 million ticks: 99 seconds as text, 1.6 as parquet), numpy and numba (5.44 s, 1.32 s, 0.053 s), time and look-ahead bias (31 seconds of the future), trading costs (394 strategies profitable before costs, 185 after), walk-forward testing (0.646 shuffled vs 0.594), the right metric (48% accuracy and still useful), and the bridge from Python to MetaTrader 5. And what to skip at the start: deep learning, huge parameter searches, collecting indicators.<\/p>\n<p>\ud83d\udcda Free courses with full code and data for subscribers of my Telegram channel Data Lab: <a href=\"https:\/\/t.me\/lavrinenko_data\" target=\"_blank\">https:\/\/t.me\/lavrinenko_data<\/a><\/p>\n<p>\ud83c\udf93 The full course on Udemy, \u201cAI Forex Trading Bot with Machine Learning, Python &#038; MT5\u201d: <a href=\"https:\/\/www.udemy.com\/course\/build-a-machine-learning-trading-bot-in-python\/?referralCode=59ABEDBF83EA5E7A1812\" target=\"_blank\">https:\/\/www.udemy.com\/course\/build-a-machine-learning-trading-bot-in-python\/?referralCode=59ABEDBF83EA5E7A1812<\/a><br \/>\n\ud83d\udcd8 My other courses on Udemy:<br \/>\n\u2022 Forex Algorithmic Trading: Backtesting Strategies in Python: <a href=\"https:\/\/www.udemy.com\/course\/test-it-before-you-trade-it-backtests-without-curve-fitting\/?referralCode=AAFD579BEC179990057A\" target=\"_blank\">https:\/\/www.udemy.com\/course\/test-it-before-you-trade-it-backtests-without-curve-fitting\/?referralCode=AAFD579BEC179990057A<\/a><br \/>\n\u2022 Forex Risk Management &#038; Position Sizing for Trading Robots: <a href=\"https:\/\/www.udemy.com\/course\/forex-risk-management-position-sizing-for-trading-robots\/?referralCode=90AEC80D7222F92C6E93\" target=\"_blank\">https:\/\/www.udemy.com\/course\/forex-risk-management-position-sizing-for-trading-robots\/?referralCode=90AEC80D7222F92C6E93<\/a><\/p>\n<p>Chapters:<br \/>\n0: 00 Intro: not neural networks<br \/>\n0: 30 Skill 1: reading data fast<br \/>\n0: 48 Skill 2: numpy and numba<br \/>\n1: 08 Skill 3: time<br \/>\n1: 26 Skill 4: costs<br \/>\n1: 45 Skill 5: testing in time<br \/>\n2: 03 Skill 6: the right metric<br \/>\n2: 23 Skill 7: the live robot<br \/>\n2: 41 Skip: deep learning<br \/>\n2: 58 Skip: parameter searches and indicators<br \/>\n3: 18 The order to learn in<br \/>\n3: 44 One habit<\/p>\n<p>I&#8217;m Vasyl Lavrinenko. For more than 20 years I&#8217;ve been building trading systems for real investors, and my Expert Advisors have won awards at international trading competitions. On this channel I test trading ideas on real market data and show what actually works, and what doesn&#8217;t.<\/p>\n<p>\ud83d\udcac Which idea should I test next? Tell me in the comments.<br \/>\n\ud83d\udd14 Subscribe and turn on notifications, so you don\u2019t miss the next analysis.<\/p>\n<p>Topics: AI Python course, Python for trading, machine learning for trading, algorithmic trading course, backtesting in Python, look-ahead bias, walk-forward, trading costs, MetaTrader 5 Python.<br \/>\n#python #algotrading #machinelearning<\/p>\n<p>Educational content only, not financial advice. Trading involves a risk of loss.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>What an AI and Python course for trading should teach first, from three courses and a live trading robot. Seven skills in order: reading data fast (79 million ticks: 99 seconds as text, 1.6 as parquet), numpy and numba (5.44 s, 1.32 s, 0.053 s), time and look-ahead bias (31 seconds of the future), trading costs (394 strategies profitable before costs, 185 after), walk-forward testing (0.646 shuffled vs 0.594), the&#8230;<\/p>\n","protected":false},"author":1,"featured_media":286759,"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-286758","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.7 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>AI Python Course for Trading: What to Learn First, and What to Skip - 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\/ai-python-course-for-trading-what-to-learn-first-and-what-to-skip\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AI Python Course for Trading: What to Learn First, and What to Skip - UshopWell.com\" \/>\n<meta property=\"og:description\" content=\"What an AI and Python course for trading should teach first, from three courses and a live trading robot. 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