Machine Learning Zoomcamp is a structured educational course that teaches ML engineering end-to-end. Students build regression and classification models in Python, work with algorithms including linear/logistic regression and deep learning frameworks, and deploy models to production using Docker, FastAPI, Kubernetes, and AWS Lambda. The course spans 4 months with a structured syllabus, homework assignments, and community support through Slack and Telegram.