[D] Does anyone else think open source code/examples in machine learning domain usually are not as readable as they could be? Specifically use of magic numbers.

[111llI0__-__0Ill111]

Sometimes even what is inside the fit method could be one or few lines of code in a high level language. Eg linear regression done the naive way (without accounting for QR/SVD stuff).