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ML From Scratch IV: Decision Trees

oranlooney.com · published 1 March 2019

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https://en.wikipedia.org/wiki/Decision_tree
en.wikipedia.org
https://www.amazon.com/Classification-Regression-Wadsworth-Statistics-Probability/dp/0412048418
amazon.com
https://en.wikipedia.org/wiki/Greedy_algorithm
en.wikipedia.org
https://en.wikipedia.org/wiki/Recursive_partitioning
en.wikipedia.org
https://en.wikipedia.org/wiki/Partition_of_a_set
en.wikipedia.org
https://en.wikipedia.org/wiki/Recursion_(computer_science
en.wikipedia.org
https://en.wikipedia.org/wiki/Leo_Breiman
en.wikipedia.org
https://www.stat.berkeley.edu/~breiman/randomforest2001.pdf
stat.berkeley.edu
https://projecteuclid.org/euclid.ss/1009213726
projecteuclid.org
https://stats.stackexchange.com/questions/308885/a-simple-clear-explanation-of-the-gini-impurity
stats.stackexchange.com
https://medium.com/coinmonks/what-is-entropy-and-why-information-gain-is-matter-4e85d46d2f01
medium.com
https://blog.exploratory.io/introduction-to-extreme-gradient-boosting-in-exploratory-7bbec554ac7
blog.exploratory.io
https://rob.schapire.net/papers/strengthofweak.pdf
rob.schapire.net
https://www.cis.upenn.edu/~mkearns/papers/boostnote.pdf
cis.upenn.edu
https://www.face-rec.org/algorithms/Boosting-Ensemble/decision-theoretic_generalization.pdf
face-rec.org
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