microsoft/ai-for-beginners

AI for Beginners is a free, structured 12-week curriculum produced by Microsoft that teaches the foundations of artificial intelligence from the ground up. The problem it solves is accessibility: AI and machine learning have become essential skills, but most learning resources either assume a mathematics PhD or stop at a very shallow overview. This course aims to be genuinely beginner-friendly while still covering real technical content. The curriculum is divided into 24 lessons covering the broad landscape of AI approaches. It begins with classical symbolic AI, the rule-based systems from the early days of the field where knowledge was explicitly programmed in, then moves into the modern deep learning era: neural networks, convolutional neural networks for image recognition, recurrent networks for text, and generative models. It also touches on less common approaches like genetic algorithms and multi-agent systems. Each lesson comes with a Jupyter Notebook (an interactive document format where you write and run Python code in a web browser), quizzes, and lab exercises. The two main machine learning frameworks used throughout are TensorFlow and PyTorch, which are the industry-standard Python libraries for building and training neural networks. The curriculum is available in dozens of translated languages. You would use this if you are a developer, student, or curious non-specialist who wants to genuinely understand how AI systems are built rather than just use pre-built APIs. It is designed as a self-paced course you can follow over several weeks, working through the notebooks to run experiments and observe results directly. It intentionally omits Azure-specific cloud services and focuses on conceptual and coding foundations, so it complements more application-focused courses rather than duplicating them.