These is the code used to generate datascienceguide.github.io. It is powered by Jekyll and based of the Tufte-Jekyll Theme.

For those new to Jekyll, the content is witten in markdown (.md) files located in the _posts folder

The notes are still very incomplete, and even includes an unfinished list of TODO's.

TODO:

• smoothing techniques
• bayesian methods
• binning techniques examples (equal width, equal frequency, rank, quantiles, math functions, entropy based, information gain)
• encoding techniques examples, binary encoding (one hot encoding, target-based encoding)
• link to tutorials