Why use softmax as opposed to standard normalization?

There is one nice attribute of Softmax as compared with standard normalisation. It react to low stimulation (think blurry image) of your neural net with rather uniform distribution and to high stimulation (ie. large numbers, think crisp image) with probabilities close to 0 and 1. While standard normalisation does not care as long as the … Read more

How can I specify the base for Math.log() in JavaScript?

“Change of Base” Formula / Identity The numerical value for logarithm to the base 10 can be calculated with the following identity. Since Math.log(x) in JavaScript returns the natural logarithm of x (same as ln(x)), for base 10 you can divide by Math.log(10) (same as ln(10)): function log10(val) { return Math.log(val) / Math.LN10; } Math.LN10 … Read more

Why prefer two’s complement over sign-and-magnitude for signed numbers?

It’s done so that addition doesn’t need to have any special logic for dealing with negative numbers. Check out the article on Wikipedia. Say you have two numbers, 2 and -1. In your “intuitive” way of representing numbers, they would be 0010 and 1001, respectively (I’m sticking to 4 bits for size). In the two’s … Read more

Remove insignificant trailing zeros from a number?

I had a similar instance where I wanted to use .toFixed() where necessary, but I didn’t want the padding when it wasn’t. So I ended up using parseFloat in conjunction with toFixed. toFixed without padding parseFloat(n.toFixed(4)); Another option that does almost the same thing This answer may help your decision Number(n.toFixed(4)); toFixed will round/pad the … Read more

Why does Python’s hash of infinity have the digits of π?

Summary: It’s not a coincidence; _PyHASH_INF is hardcoded as 314159 in the default CPython implementation of Python, and was picked as an arbitrary value (obviously from the digits of π) by Tim Peters in 2000. The value of hash(float(‘inf’)) is one of the system-dependent parameters of the built-in hash function for numeric types, and is … Read more

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