Demystifying AI - The Math, Models, and Magic Behind Machine Learning
MLCon | Machine Learning Conference via YouTube
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Overview
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Explore the fundamental concepts behind artificial intelligence and machine learning in this 39-minute conference talk that breaks down complex AI terminology and concepts into accessible explanations. Discover what popular acronyms like RAG, GPT, and LLM actually mean while diving into the core principles of deep learning, from basic perceptrons to sophisticated neural networks. Learn about the mathematical foundations and innovative ideas that enable AI systems to process information and generate responses. Understand how influential models like GPT and RAG function under the hood, and trace the fascinating historical development of artificial intelligence technology. Designed for both technical and non-technical audiences, this presentation uses clear explanations and vivid illustrations to make machine learning concepts approachable, engaging, and enjoyable to understand.
Syllabus
Demystifying AI: The Math, Models, and Magic Behind Machine Learning
Taught by
MLCon | Machine Learning Conference