Lao Guo's Learning Space
Jul 2, 2026 · Artificial Intelligence
Learn AI from Scratch: 4 Stages to Save Two Years of Mistakes
This article presents a four‑stage learning roadmap—from foundational math and Python, through core machine‑learning concepts and classic algorithms, to deep‑learning fundamentals and large‑model practice—offering concrete resources, hands‑on project ideas, and common pitfalls to help beginners become project‑ready in 6‑10 months.
AI learning roadmapDeep LearningLarge Language Models
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