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Learn the basics of neural networks and backpropagation, one of the most important algorithms for the modern world. The math behind neural networks alone doesn't make it intelligent. It only assumes basic knowledge of python and a vague recollection of calculus from high school.
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About the subject neural networks, a form of machine learning based on the human brain, has driven some of the biggest breakthroughs in artificial intelligence
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Linear algebra would probably be a good start
Gradient descent is the other concept to learn
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