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Everything Is Math How artificial Neural Networks and the Internet Are Just Beautiful Equations

  • Artificial neural networks and the internet are intricately woven with beautiful equations, functions, and optimizations.
  • Neural networks, built on linear algebra, operate through matrix operations, activation functions, and learning through optimization methods like gradient descent and backpropagation.
  • The internet functions as a giant mathematical graph, with billions of interconnected web pages, utilized for tasks like ranking by search engines using algorithms such as PageRank.
  • Modern technologies, from recommendation systems to language models, heavily rely on mathematical concepts like matrix factorization and embedding to provide functionalities like content recommendations and language understanding.

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