欢迎来到人工智能的世界！这个指南为初学者提供了系统学习 AI 的路径和精选资源，帮助你从基础知识开始，逐步掌握机器学习和深度学习技能。
A comprehensive roadmap for learning AI and machine learning from scratch, including resource recommendations and practical projects
Python tutorial specifically designed for AI/ML learners, focusing on data processing and scientific computing
Essential linear algebra, calculus, and probability & statistics knowledge for machine learning, with intuitive explanations and code examples
Step-by-step guide to complete your first machine learning project, from data processing to model evaluation
Free course from Google covering machine learning fundamentals with TensorFlow, featuring interactive visualizations and practical exercises
Non-technical course designed by Andrew Ng to help anyone understand AI technologies and how to apply them in business
Full Stanford machine learning course lectures available for free, taught by Andrew Ng
List of entry-level data science competitions on Kaggle, great for practical learning and portfolio building