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Binomial Random Variable:
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Logistic Regression (with Gradient Ascent)
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Most of this information (especially notation) comes from Stanford’s CS229 lecture notes and the rest comes from Bishop’s “Pattern Recognition and Machine Le...
Linear Regression From Scratch
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Linear regression (single variable) begins with this: We have a feature variable (X) and a target variable (y) that have a linear relationship.