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What is Artificial Intelligence? A Simple Guide for Business Leaders

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Machine Learning vs Deep Learning: Understanding the Difference

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As a computer science professional, I've watched the field of artificial intelligence grow exponentially over the years. Two terms you'll frequently hear in this space are "machine learning" and "deep learning." While these terms are often used interchangeably in casual conversation, they represent distinct approaches with important differences. In this follow-up to my article on artificial intelligence basics, I want to demystify these concepts for you. Whether you're a student, professional in another field, or simply curious about technology, understanding these differences will help you make sense of the AI developments shaping our world. The Relationship: Squares and Rectangles Before diving into the technical details, let me offer a simple analogy: If artificial intelligence is the universe, then machine learning is a galaxy within that universe, and deep learning is a solar system within that galaxy. In other words: All deep learning is ma...
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