We're going to use logistic regression to predict if someone has diabetes or not given 3 body metrics! We'll use Newton's method to help us optimize the model. We'll use a bit from all the mathematical disciplines i've mentioned (calculus, linear algebra, probability theory, statistics).
Code for this video:
https://github.com/llSourcell/logistic_regression_newtons_method
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More learning resources:
http://www.stat.cmu.edu/~cshalizi/350/lectures/26/lecture-26.pdf
http://openclassroom.stanford.edu/MainFolder/DocumentPage.php?course=MachineLearning&doc=exercises/ex4/ex4.html
https://www.youtube.com/watch?v=X-7sA83PjPM
https://www.youtube.com/watch?v=TuttBDdbls8
https://rstudio-pubs-static.s3.amazonaws.com/160015_b192ca9855e84b57814e785ebd034a5e.html
https://www.r-bloggers.com/machine-learning-ex4-logistic-regression-and-newtons-method/
https://statacumen.com/teach/SC1/SC1_11_LogisticRegression.pdf
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