Machine Learning for Beginners is a comprehensive 12-week, 26-lesson curriculum designed to introduce individuals to the world of machine learning. Developed by Azure Cloud Advocates at Microsoft, this curriculum focuses on classic machine learning techniques using the Scikit-learn library, with an emphasis on hands-on, project-based learning.
The curriculum takes a unique approach by incorporating world cultures into the learning experience. Each lesson explores data from various areas of the world, allowing learners to travel and apply machine learning techniques to different datasets.
The curriculum includes pre- and post-lesson quizzes, written instructions, solutions, assignments, and more. This project-based pedagogy ensures that learners can practice their skills while building real-world projects, enhancing their understanding and retention of concepts.
The curriculum features contributions from esteemed authors and illustrators, and special thanks are given to the Microsoft Student Ambassador authors, reviewers, and content contributors for their contributions.
In addition to the main curriculum, the website also offers a new curriculum on Generative AI. This 12-lesson curriculum delves into topics such as prompting and prompt engineering, text and image app generation, and search apps. Similar to the main curriculum, it includes lessons, assignments, knowledge checks, and challenges.
The website provides various resources for users, including video walkthroughs, an introduction to the team behind the curriculum, and information about the pedagogical approach. It also offers optional sketchnote illustrations, supplemental videos, and a discussion board for further learning and collaboration.
Users have the option to access the curriculum offline by using Docsify, and PDF versions of the curriculum are also available. The website actively encourages contributions from users, including translations and feedback.
To further support learners, the website recommends additional Microsoft Learn modules and learning paths for further study.
Overall, Machine Learning for Beginners provides a comprehensive and engaging learning experience for individuals who are new to the field of machine learning, combining theory with practical application in a culturally diverse context.