Students gain a working knowledge of the math concepts and Python programming skills needed to implement and analyze standard and advanced Machine Learning algorithms, culminating in an Award of Completion from UC San Diego Division of Extended Studies.
This online course introduces high school students to the foundational mathematics and Python programming essential for Machine Learning. Students will learn to implement and analyze standard and advanced Machine Learning algorithms through hands-on projects. The curriculum covers the Google Colaboratory Integrated Development Environment, Python data types, conditional operators, loops, functions, data structures, recursion, object-oriented programming, and Machine Learning libraries. Key mathematical concepts for Machine Learning, including probability, statistics, linear algebra, and calculus, are also integrated. The program emphasizes practical application, preparing students for further study in Machine Learning and providing them with real-world skills.
The course is entirely web-based and completed asynchronously, allowing students to learn at their own pace. Optional office hours are available for students to connect with instructors for assignments and industry insights.
This program is ideal for high school students who want to explore career and college pathways in Machine Learning and gain practical, real-world skills in a high-demand field.
Online
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