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Learn foundational machine learning concepts in this introductory lecture that explores the nature of learning, generalization principles, and various learning protocols. Discover why machine learning is a transformative technology through interactive demonstrations including 'the badges game.' Examine core theoretical frameworks, different types of learning algorithms, and gain clarity on what constitutes machine learning. Explore how machine learning serves as a ubiquitous tool across industries while setting expectations for deeper concepts covered throughout the semester. Access comprehensive lecture materials to reinforce understanding of these fundamental machine learning principles.