Artificial Intelligence: Unveiling the Truth by Alfio Quarteroni(.PDF)

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File Size: 14.3 MB

Artificial Intelligence: Unveiling the Truth Beyond the Myths by Alfio Quarteroni
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Overview: Artificial Intelligence (AI) is transforming multiple aspects of human life, raising fundamental questions: Is AI truly intelligent? Can it surpass human capabilities? What are its risks and opportunities? In this book, I aim to clarify what AI really is, debunking myths while offering a rigorous, balanced perspective on its impact. Rather than chasing the latest AI trends, I will focus on the core principles that define it, tracing its evolution from early pioneers like Alan Turing to today’s advanced systems. AI remains in the realm of narrow intelligence, excelling at specific tasks but far from replicating human cognition. Yet, its ability to process vast data, predict behaviors, and generate creative content is reshaping industries, from healthcare to finance. At the heart of AI’s progress is machine learning, particularly neural networks, which rely more on data-driven training than traditional scientific theory. By now, after so many introductions, it should be clear that Machine Learning algorithms are a powerful machine built on as much data as possible (preferably Big Data). Data, are “given”, meaning they are known quantities! And it’s essential not to confuse them with solutions! The solutions, on the other hand, are unknowns, and they must be found. Every time we face a mathematical problem, the challenge is to go from data to solutions, i.e., from input to output. How to do that is what we are discussing in this book. Machine Learning can also be considered a particularly notable example of a mathematical procedure.
Genre: Non-Fiction > Tech & Devices

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