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randorithms.com
| | fredrikj.net
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| | www.oranlooney.com
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| | Today, let me be vague. No statistics, no algorithms, no proofs. Instead, we're going to go through a series of examples and eyeball a suggestive series of charts, which will imply a certain conclusion, without actually proving anything; but which will, I hope, provide useful intuition. The premise is this: For any given problem, there exists learned featured representations which are better than any fixed/human-engineered set of features, even once the cost of the added parameters necessary to also learn the new features into account.
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| | Some systems of equations do not have a unique solution, but we can find an approximate solution using the method of least squares. Applications of this method include linear and polynomial regression.
| | chipnetics.com
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| Pval is a utility for generating a PDF (probability density function) and CDF (cumulative distribution function) from a data-input file.