Probability Distributions

Probability Distributions February 25, 2018 Written by Boutros El-Gamil Github Xing Linkedin Youtube IdeaSignificanceComponentsMoments 1. IdeaIn a previous post, I explained Bayes Theorem and the way it works. In this…

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Bayes Theorem

Bayes Theorem February 3, 2018 Written by Boutros El-Gamil Github Xing Linkedin Youtube IdeaTheoryInterpretation of Bayes Theorem 1. IdeaSuppose that someday you met with Jamie; a high school student. You…

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Logistic Regression

Logistic Regression January 24, 2018 Written by Boutros El-Gamil Github Xing Linkedin Youtube IdeaTheoryCost FunctionNo Closed-Form SolutionGradient Descent AlgorithmMake PredictionsNewton’s MethodMultivariate Logistic RegressionImplementation in Python 1. Idea1.1 Quantitative and Categorical…

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Nonlinear Regression

Nonlinear Regression January 9, 2018 Written by Boutros El-Gamil Github Xing Linkedin Youtube IdeaTheoryClosed Form ApproachGradient Descent AlgorithmMultivariate Nonlinear RegressionPolynomial Degree Selection (Bias -Variance Tradeoff)Implementation in Python 1. Idea[watch video]In…

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Linear Regression

Linear Regression​ December 25, 2017 Written by Boutros El-Gamil Github Xing Linkedin Youtube IdeaTheoryClosed Form ApproachGradient Descent AlgorithmMultivariate Linear RegressionClosed Form or Gradient Descent?Implementation in Python 1. Idea[watch video]Suppose we…

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