microsoft/AI-For-Beginners
AI For Beginners
This project is an open educational curriculum designed to teach the fundamental concepts and practical applications of artificial intelligence. It provides a structured, modular path for developers to build technical proficiency in machine learning, neural networks, computer vision, and natural language processing.
The curriculum distinguishes itself through an interactive learning path that integrates executable code blocks directly into the documentation. By utilizing a series of Jupyter notebooks, learners can run experiments, visualize results, and complete hands-on coding exercises within their browser. The content is organized into a hierarchical structure that covers both the historical evolution of intelligent systems and modern breakthroughs, including multi-modal networks and symbolic artificial intelligence.
Beyond technical implementation, the resource emphasizes responsible artificial intelligence by incorporating modules on ethical considerations, fairness, and accountability. The materials are supported by quizzes, self-study guides, and configuration scripts that allow users to replicate the necessary software environments on their own machines.