This course teaches machine learning in JavaScript without libraries, focusing on understanding core concepts. It covers data collection, visualization, feature extraction, and classifiers. Students will build a drawing app, implement a nearest neighbor classifier, and learn about data scaling and evaluation. The course emphasizes hands-on coding for deeper comprehension.