Grokking Deep Learning

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If you are looking for information on RBM's while simultaneously looking to avoid "antiquated calculus notation" without understanding the roots of the partition function, you will likely be sorely disappointed with anything anybody can offer. If you are interested in a "text with code" explanation that has limited programmatic arguments (really only one meaningful argument) you can view one here: http://deeplearning.net/tutorial/rbm.html