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Machine Learning - Introduction to Its Algorithms ...
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· ebooks only @ manning.com All algorithms that are distance based require scaling. Why scalability matters | the machine learning process | scaling challenges

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To better understand the opportunities to scale, let's quickly go through the general steps involved in a typical machine learning process: Even if we decide to buy a big machine with lots of memory and processing power, it is going to be somehow more expensive than using a lot of smaller machines. The presence of feature value x in the formula will affect the step size of the gradient descent. Before we jump on to various techniques of feature scaling let us take some effort to understand why we need feature scaling, only then we would be able to appreciate its importance.

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