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make the png smaller
quantile loss formula png (images from sciweavers.org are not permanent URLs)
fixing the formula for quantile loss: tau means predicting tau-quantile, i.e. tau=0.1 results in lower predictions than tau=0.9
Updated Loss functions (markdown)
Quantile loss is median minimizer
fixed layout table
Added images for the loss functions (if someone can include in repo, thats nicer), added table, added link to John Langford's course. added info for "classic loss"
cleanup the links
add links to wikipedia
try to correct less than in quantile loss formula
formatting
reformat
some guidance on which loss function should be used
added binary class restriction to logistic/hinge loss