https://blog.lynxflow.co/en/tags/machine-learning/Recent content in Machine Learning on Lynx Tech BlogHugo -- gohugo.ioenTue, 11 Aug 2026 00:00:00 +0800https://blog.lynxflow.co/en/posts/self-taught-cs-coordinate-system-2026/Tue, 11 Aug 2026 00:00:00 +0800https://blog.lynxflow.co/en/posts/self-taught-cs-coordinate-system-2026/<img src="https://blog.lynxflow.co/images/self-taught-cs-coordinate-system-2026.png?v=090509" alt="Featured image of post Part 1 · Coordinate System: Why I Recommend Non-CS People Start With This Stanford CS Framework" />Part I · The Coordinate System: Why I Recommend Starting with This Stanford CS Framework for Non-CS Majors 1. Where&rsquo;s Your Ceiling? Let me be blunt: people who can use AI tools are everywhere now. I can write copy with ChatGPT, write small scripts with Claude, chain various agents into a pipeline—I do all of this, and I do it proficiently. I&rsquo;ve built my own model proxy stack, run dozens of automation projects, and wield these tools more deftly than most programmers.https://blog.lynxflow.co/en/posts/cs-learning-roadmap-2026/Tue, 11 Aug 2026 00:00:00 +0800https://blog.lynxflow.co/en/posts/cs-learning-roadmap-2026/<img src="https://blog.lynxflow.co/images/cs-learning-roadmap-2026.png" alt="Featured image of post Part 2 · Roadmap: What to Learn First, How Long to Invest, How to Validate — and the Degree at the Finish Line" />Part 2 · Roadmap: Who to Learn First, How Long to Invest, How to Verify, and the Degree at the Finish Line I. You Have the Map and the Ammunition — Now You Need the Route The first two posts laid out the coordinate system (what to learn and why) and the courseware map (where to find resources for each course). This is the final piece of the puzzle: how to proceed — who comes first, who comes second, how long to invest per course, what counts as proof you&rsquo;ve learned it, where people most of