课程: Machine Learning with Python: Foundations

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What is not machine learning?

What is not machine learning? - Python教程

课程: Machine Learning with Python: Foundations

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What is not machine learning?

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- [Fred] The field of machine learning and artificial intelligence is rife with specialized terms like unsupervised learning, statistical learning, data mining, optimization, large language models, deep learning, statistics, supervised learning, reinforcement learning, data science, and generative AI, just to name a few. What do these terms really mean? Are they the same thing? If not, how do they relate to each other? Let's start by exploring the relationship between statistics and machine learning. Some might characterize machine learning as an elevated form of statistics, but it's essential to understand that while machine learning does draw extensively from statistical concepts, its foundation extends beyond statistics to encompass principles from information theory, calculus, algebra, engineering, and even biology. Referring to machine learning as glorified statistics is akin to referring to physics as glorified mathematics or architecture as glorified reclaim. It's crucial to…

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