{"id":20968,"date":"2026-06-03T16:37:21","date_gmt":"2026-06-03T20:37:21","guid":{"rendered":"http:\/\/nycphantom.com\/journal\/?p=20968"},"modified":"2026-06-03T16:51:18","modified_gmt":"2026-06-03T20:51:18","slug":"learning-a-i","status":"publish","type":"post","link":"http:\/\/nycphantom.com\/journal\/?p=20968","title":{"rendered":"Learning A.I."},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">Thanks to my mother constant messaging me of viral economic related videos from Asia's perspective, this is one noteworthy Youtube video (\u674e\u5382\u957f\u6765\u4e86) on learning A.I. and here's the summary learning path:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">2026 \u60f3\u5b66 AI\uff0c\u522b\u518d\u4e71\u62a5\u8bfe\u3001\u4e71\u5237\u89c6\u9891\u4e86\u3002<br>\u6211\u4e00\u6b21\u6574\u7406\u4e86 10 \u95e8\u771f\u6b63\u503c\u5f97\u5b66\u7684\u514d\u8d39 AI \u8bfe\u7a0b\uff0c\u63090\u57fa\u7840 \u2192 \u80fd\u4e0a\u624b \u2192 \u80fd\u505a\u9879\u76ee\uff0c\u5e2e\u4f60\u628a\u8def\u7ebf\u6392\u597d\u3002&#x1f447;\u70b9\u5f00\u5f71\u7247\uff0c\u4eca\u5929\u5148\u9009\u4e00\u95e8\u5f00\u59cb\uff0c2026\u5e74\u771f\u7684\u4f1a\u62c9\u5f00\u5dee\u8ddd\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f60\u4f1a\u5b78\u5230\uff1a<br>&#x2705; \u6bcf\u95e8\u8bfe\u5b66\u4ec0\u4e48\u3001\u9002\u5408\u8c01\u3001\u5b66\u5b8c\u80fd\u505a\u4ec0\u4e48<br>&#x2705; \u600e\u4e48\u9009\u6700\u7701\u65f6\u95f4\uff0c\u907f\u514d\u201c\u6536\u85cf\u5403\u7070\u201d<br>&#x2705; \u76f4\u63a5\u7167\u6284\u7684\u5b66\u4e60\u987a\u5e8f\uff0c\u8ba9\u4f60\u6700\u5feb\u770b\u5230\u6210\u679c<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">&#x1f517; \u514d\u8d39AI\u8bfe\u7a0b\u94fe\u63a5\uff1a AI for Everyone\uff1a\u300a\u4eba\u4eba\u90fd\u80fd\u5b66\u7684AI\u300b<a href=\"https:\/\/www.youtube.com\/redirect?event=video_description&amp;redir_token=QUFFLUhqbVpBNTlmV3RSdlRsLUQ4dWFabHc5MVVKbmUwQXxBQ3Jtc0tsekNtYmN0TDVjSkVUdkhaZ2YxSTc0Q0pLbnJsR0JfSU1zZFpPc2ltUE5SNnRfTGZ3Ql9uWE8zYVEyUVlNdXRPUzZTbzJMYldpbUZMQmdpWGxHa0pyOWRIMjZzY0txc0RkVE5MUmJvYWYySUtVVUs5Zw&amp;q=https%3A%2F%2Fwww.deeplearning.ai%2Fcourses%2Fai-for-everyone%2F&amp;v=nEZf25wuuJo\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/www.deeplearning.ai\/courses\/a...<\/a><br>Google Skills\uff1a\u300a\u751f\u6210\u5f0fAI\u5b66\u4e60\u8def\u5f84\u300b <a href=\"https:\/\/www.youtube.com\/redirect?event=video_description&amp;redir_token=QUFFLUhqbXRqM0x5cWc0T1JPLTRxNG1jci1XZnJpeWFaUXxBQ3Jtc0tudkhxWlo3S1MzV1VXbG5qcWZrc1JEaDVWZEpNbHFpVEZIYXJpQUpfRGdVYjBQRFFtREZqTXVoOV8tN3c3RHhzMFk0bGRZSk1BSF9rdTYwUUl1UWF3T2R3cHF4WkExY3BoME5QNTJ1Q0UtT21WT08zRQ&amp;q=https%3A%2F%2Fwww.skills.google%2Fpaths%2F1951%3Fcatalog_rank%3D%257B%2522rank%2522%253A1%252C%2522num_filters%2522%253A0%252C%2522has_search%2522%253Atrue%257D%26search_id%3D73163204&amp;v=nEZf25wuuJo\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/www.skills.google\/paths\/1951?...<\/a><a href=\"https:\/\/www.youtube.com\/redirect?event=video_description&amp;redir_token=QUFFLUhqazZiaXR3eG5ob050cE5QQzZEMGV0cHVJRUhfQXxBQ3Jtc0tuV3h2SDE5RFgzNWtRdWRRdk84QllVRzFrTzZUeVBQMUYyUVVZd3JHZmNMMlRLX1E0TG5aVHQtc0ZRV2F0eWdHS3ZIXzJzakJGZHU3Sl80VlY3WnhQMWI3TXdOX2xSNUZDcUxRQnBPbWE2cmpfX2daaw&amp;q=https%3A%2F%2Fwww.skills.google%2Fcourse_templates%2F723%3Fcatalog_rank%3D%257B%2522rank%2522%253A2%252C%2522num_filters%2522%253A0%252C%2522has_search%2522%253Atrue%257D%26search_id%3D73163204&amp;v=nEZf25wuuJo\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/www.skills.google\/course_temp...<\/a><br>OpenAI\u5b66\u9662\uff1a\u300a\u63d0\u793a\u8bcd\u5de5\u7a0b\u300b <a href=\"https:\/\/www.youtube.com\/redirect?event=video_description&amp;redir_token=QUFFLUhqbFdMUU9kUzFpQTdSY3V1U005eDNDMlBmTVkxZ3xBQ3Jtc0tsYWFPSl9DWnVjMnc3WVV4ZExxTXFmdTAxazQwVU4zb3hUNXFaUzBSNGVEbDNaLUgzVU1IVVhoOUpDSzhNNUZQTE1LQk1HRjVYeWN3RGJmYkdpOFBBWnEyaVB4aElFXzhvbVV0SlA2QjZsN1dFT0NERQ&amp;q=https%3A%2F%2Facademy.openai.com%2Fhome%2Fclubs%2Fwork-users-ynjqu%2Fresources%2Fprompting&amp;v=nEZf25wuuJo\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/academy.openai.com\/home\/clubs...<\/a><br>\u54c8\u4f5bCS50x\uff1a\u300a\u8ba1\u7b97\u673a\u79d1\u5b66\u5bfc\u8bba\u300b <a href=\"https:\/\/www.youtube.com\/redirect?event=video_description&amp;redir_token=QUFFLUhqbVM0WDBvaVJBVlllbFJfQ2lERkR2dVhLQUdfUXxBQ3Jtc0ttcGRRc3lJU1VKX3VsV2hGRFZNbllYV2tFN2tPTVRyTVVzR3Boel9uRmo3XzE4UmpveWpwek42YTVLR1I2UUozRUQzZEdQcVA4Q0ZldFRHWGRvcFVjYkdsMFBnZ2VrX1FwdDdIazBEWmJ3WmFHYWNuTQ&amp;q=https%3A%2F%2Fcs50.harvard.edu%2Fx%2F&amp;v=nEZf25wuuJo\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/cs50.harvard.edu\/x\/<\/a><br>\u54c8\u4f5bCS50P\uff1a\u300a\u7528Python\u5b66\u7f16\u7a0b \u300b <a href=\"https:\/\/www.youtube.com\/redirect?event=video_description&amp;redir_token=QUFFLUhqbW5hTEZoSE85TERQVFZIcVlNT2pXZVZCb2JWQXxBQ3Jtc0tsSXJLbS1WRHdCM0ZYZ1d0SklnUkJyNHdYZ2xXUlVpVG9QTkZqczZPQU41RDcyVDluV3pJcXJmN2lEYXZiZ0Y3WTRRX2RJZHVicDZ4dEZuMWM5ekh4RVNRbmtaWHJtWXc0cW9CYVR6bjJmQUUxd3dfRQ&amp;q=https%3A%2F%2Fcs50.harvard.edu%2Fpython%2F&amp;v=nEZf25wuuJo\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/cs50.harvard.edu\/python\/<\/a><br>\u54c8\u4f5bCS50AI\uff1a\u300a\u7528Python\u5b66\u4eba\u5de5\u667a\u80fd\u5bfc\u8bba\u300b<a href=\"https:\/\/www.youtube.com\/redirect?event=video_description&amp;redir_token=QUFFLUhqbE4yU1VHcU1uNFVXMXE5WV9ucFZWQlZSUzd1d3xBQ3Jtc0tsb181WXZIU3Z3VVUzR2ZNQU85dXFlMk1tS2k5d041QWQ3MXlnNTQzVlQzb3hLVzU3RTJqZDNGd1YtMnNPR0dVN0VlbTZrX0FoRGFnLVJEVGQ1cExtY3p3NDFWNkdJUWdMSHlVMzhUSFR0TXRmMV9BMA&amp;q=https%3A%2F%2Fcs50.harvard.edu%2Fai%2F&amp;v=nEZf25wuuJo\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/cs50.harvard.edu\/ai\/<\/a><br>Andrej Karpathy \u300a\u5982\u4f55\u9ad8\u6548\u4f7f\u7528\u5927\u8bed\u8a00\u6a21\u578b\u300b\uff1a<a href=\"https:\/\/www.youtube.com\/watch?v=EWvNQjAaOHw\">&nbsp;&nbsp;&nbsp;\u2022&nbsp;How&nbsp;I&nbsp;use&nbsp;LLMs&nbsp;&nbsp;<\/a><br>\u5fae\u8f6fGenerative AI for Beginners\uff1a\u300a\u751f\u6210\u5f0fAI\u5165\u95e8\u300b <a href=\"https:\/\/www.youtube.com\/redirect?event=video_description&amp;redir_token=QUFFLUhqbDV1UEhPbmtreGdOVUZTeGZoNkNRYURrLUhUZ3xBQ3Jtc0tuNnZhanMyZFVMdGtIUDBqQUh2emFvZWZnb2wwcnVRSlhDeUFZVmVPbTNEenZBZE1lQ0U2WDFNWGt2QTY4RXVydnJqajZoUF90Z0pQTkp0cHp2eGo0X3c3YkJPTUlYdEhiS3R2U3VLYzd4Ull5NVlWRQ&amp;q=https%3A%2F%2Flearn.microsoft.com%2Fen-us%2Fshows%2Fgenerative-ai-for-beginners%2F&amp;v=nEZf25wuuJo\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/learn.microsoft.com\/en-us\/sho...<\/a> <br>Anthropic\u5b66\u9662\uff1a\u300aClaude\u4ee3\u78bc\u5be6\u6230\u300b <a href=\"https:\/\/www.youtube.com\/redirect?event=video_description&amp;redir_token=QUFFLUhqa3ZuNjN2bzdIdkx4SEFJT21hbkxmb2FJQVVBUXxBQ3Jtc0tsLVhCTGs0WUYxT0FTMjExYzl5RDZWSUFqYzJFbVJkWGU0ZFJHRk5rSDRfWG5IVnoteU56eVU0WXpIcGljWUZtU3RDUUR0dzFRbk9vaWlmSkJPYjJlcVFkaU9SNFNvQ3k4UFdyQUtHMVFCVHY3YlhjQQ&amp;q=https%3A%2F%2Fanthropic.skilljar.com%2Fclaude-code-in-action&amp;v=nEZf25wuuJo\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/anthropic.skilljar.com\/claude...<\/a><br>Nate Herk\uff1a\u7528n8n\u642d\u5efaAI Agent <a href=\"https:\/\/www.youtube.com\/watch?v=Ey18PDiaAYI\">&nbsp;&nbsp;&nbsp;\u2022&nbsp;Build&nbsp;&amp;&nbsp;Sell&nbsp;n8n&nbsp;AI&nbsp;Agents&nbsp;(8+&nbsp;Hour&nbsp;Course...&nbsp;&nbsp;<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">&#x1f4fa; \u5176\u5b83\u5173\u8054\u5f71\u7247\/\u3010\u5f80\u671f\u7cbe\u5f69\u89c6\u9891\u3011\uff1a <a href=\"https:\/\/www.youtube.com\/watch?v=ARCmJezqQ2c\">&nbsp;&nbsp;&nbsp;\u2022&nbsp;9\u500b\u4f60\u7d55\u5c0d\u60f3\u4e0d\u5230\u7684\u514d\u8cbbAI\u5de5\u5177\uff01&nbsp;&nbsp;<\/a><a href=\"https:\/\/www.youtube.com\/watch?v=ehk85FpU7As&amp;t=2s\">&nbsp;&nbsp;&nbsp;\u2022&nbsp;2025\u5e74\u804c\u573a\u4eba\u5fc5\u5907\u76849\u4e2aAI\u529e\u516c\u5de5\u5177\uff0c\u6bcf\u5e74\u5e2e\u4f60\u8282\u7701\u8d85\u8fc71000\u5c0f\u65f6\uff01\u5168\u90e8\u514d\u8d39\uff01&nbsp;&nbsp;<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">1. Summary of the Video's 4-Stage Roadmap<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>1.AI Literacy &amp; General Frameworks:<\/strong>Courses 1 &amp; 2.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Focuses on understanding what AI is without writing code.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Course 1:<\/strong> <em>AI for Everyone<\/em> by Andrew Ng (DeepLearning.AI) to build a structural worldview of machine learning.<\/li>\n\n\n\n<li><strong>Course 2:<\/strong> <em>Google Cloud Skills Boost<\/em> (Generative AI Learning Path) to master LLM principles and earn industry-recognized skill badges.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>2.Mastering the Interface:<\/strong>Course 3.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Course 3:<\/strong> <em>OpenAI Academy's Prompt Engineering Course<\/em>. Focuses on shifting from basic queries to advanced prompting tactics (role-setting, contextual framing, and multi-turn expectations) to maximize LLM performance.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>3.Computer Science &amp; Coding Foundations:<\/strong>Courses 4, 5, &amp; 6.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Building the underlying technical stamina needed to refine AI outputs.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Course 4:<\/strong> <em>Harvard CS50x<\/em> (updated for 2026 with explicit AI\/LLM modules).<\/li>\n\n\n\n<li><strong>Course 5:<\/strong> <em>Harvard CS50p<\/em> (Python specific).<\/li>\n\n\n\n<li><strong>Course 6:<\/strong> <em>Harvard CS50AI<\/em> (Introduction to AI with Python).<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>4.Advanced Deep Dives &amp; Practical Agent Building:<\/strong>Courses 7, 8, 9, &amp; 10.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Transitioning from using tools to engineering systems.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Course 7:<\/strong> Andrej Karpathy's ~2-hour YouTube technical lecture on how to deep-dive into LLMs.<\/li>\n\n\n\n<li><strong>Course 8:<\/strong> Microsoft's <em>Generative AI for Beginners<\/em> on GitHub, introducing RAG (Retrieval-Augmented Generation) and fine-tuning.<\/li>\n\n\n\n<li><strong>Course 9:<\/strong> Anthropic Academy's <em>Claude Code in Action<\/em>, focusing on the <strong>Model Context Protocol (MCP)<\/strong>.<\/li>\n\n\n\n<li><strong>Course 10:<\/strong> NetworkChuck's 8+ hour YouTube tutorial on building autonomous AI Agents using <strong>n8n<\/strong>.<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"2026\u5e74\u6700\u503c\u5f97\u5b78\u768410\u9580\u514d\u8cbbAI\u8ab2\u7a0b\uff01\" width=\"640\" height=\"360\" src=\"https:\/\/www.youtube.com\/embed\/nEZf25wuuJo?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>Thanks to my mother constant messaging me of viral economic related videos from Asia's perspective, this is one noteworthy Youtube video (\u674e\u5382\u957f\u6765\u4e86) on learning A.I. and here's the summary learning path: 2026 \u60f3\u5b66 AI\uff0c\u522b\u518d\u4e71\u62a5\u8bfe\u3001\u4e71\u5237\u89c6\u9891\u4e86\u3002\u6211\u4e00\u6b21\u6574\u7406\u4e86 10 \u95e8\u771f\u6b63\u503c\u5f97\u5b66\u7684\u514d\u8d39 AI \u8bfe\u7a0b\uff0c\u63090\u57fa\u7840 \u2192 \u80fd\u4e0a\u624b &hellip; <a href=\"http:\/\/nycphantom.com\/journal\/?p=20968\">Continue reading <span class=\"meta-nav\">&rarr;<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[42],"tags":[],"class_list":["post-20968","post","type-post","status-publish","format-standard","hentry","category-computer-science"],"_links":{"self":[{"href":"http:\/\/nycphantom.com\/journal\/index.php?rest_route=\/wp\/v2\/posts\/20968","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/nycphantom.com\/journal\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/nycphantom.com\/journal\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/nycphantom.com\/journal\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/nycphantom.com\/journal\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=20968"}],"version-history":[{"count":5,"href":"http:\/\/nycphantom.com\/journal\/index.php?rest_route=\/wp\/v2\/posts\/20968\/revisions"}],"predecessor-version":[{"id":20974,"href":"http:\/\/nycphantom.com\/journal\/index.php?rest_route=\/wp\/v2\/posts\/20968\/revisions\/20974"}],"wp:attachment":[{"href":"http:\/\/nycphantom.com\/journal\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=20968"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/nycphantom.com\/journal\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=20968"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/nycphantom.com\/journal\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=20968"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}