Predictive Maintenance for Medical Devices (Part 2) April 25, 2018 Deutsche Version Boutros El-Gamil Github Xing Linkedin Youtube Data AggregationImbalanced ClassesMulticlass Classification ModelsBinary Classes EvaluationConclusionIn Part 1 of this case…
Predictive Maintenance für Medizinische Geräte (Teil 2) April 25, 2018 English Version Boutros El-Gamil Github Xing Linkedin Youtube DatenaggregationUngleichgewicht der DatenklassenMehrklassige KlassifikationBinäre Klassen AuswertungAbschlussIn Teil 1 dieser Fallstudie haben wir…
Predictive Maintenance für Medizinische Geräte (Teil 1) April 20, 2018 English Version Boutros El-Gamil Github Xing Linkedin Youtube ProblemstellungPrimärdatenDaten Vorverarbeitung 1. ProblemstellungMedizinischen Geräten wird erwartet, dass sie äußerst genau und…
Predictive Maintenance for Medical Devices (Part 1) April 22, 2018 Boutros El-Gamil Github Xing Linkedin Youtube Problem StatementRaw DataData Preprocessing 1. Problem StatementMedical equipments are expected to act extremely accurate…
Probability Distributions February 25, 2018 Written by Boutros El-Gamil Github Xing Linkedin Youtube Idea Significance Components Moments 1. Idea In a previous post, I explained Bayes Theorem and the way…
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…
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…
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…