Jon Bauer Email & Phone Number

ProjectsCourse: Unsupervised LearningAnalyze the stocks data, group the stocks based on the attributes provided, and share insights about the characteristics of each group.Skills & Tools CoveredEDAKmeans ClusteringHierarchical ClusteringCluster ProfilingCourse: Model Tuning"ReneWind" has collected data of generator failure of wind turbines using sensors. The objective is to build various classification models, tune them and find the best one that will help identify generator failures. Skills & Tools CoveredUp and downsamplingRegularizationHyperparameter tuningCourse: Supervised Learning - FoundationsAnalyze the used devices dataset, build a model which will help develop a dynamic pricing strategy for used and refurbished devices, and identify factors that significantly influence the price.Skills & Tools CoveredEDALinear RegressionLinear Regression assumptionsBusiness insights and recommendationsCourse: Ensemble TechniquesAnalyze the data of Visa applicants, build a predictive model to facilitate the process of visa approvals, and based on important factors, recommend a suitable profile for the applicants for whom the visa should be certified or denied.Skills & Tools CoveredEDAData PreprocessingCustomer ProfilingBagging Classifiers (Bagging and Random Forest)Boosting Classifier (AdaBoostGradient BoostingXGBoost)Stacking ClassifierHyperparameter Tuning using GridSearchCVBusiness insightsCourse: Supervised Learning - ClassificationAnalyze the data of INN Hotels to find which factors have a high influence on booking cancellations, build a predictive model that can predict which booking is going to be canceled in advance, and help in formulating profitable policies for cancellations and refunds.Skills & Tools CoveredEDAData Pre-processingLogistic regressionMulticollinearityFinding optimal threshold using AUC-ROC curveDecision treesPruningCourse: Business StatisticsThis project used statistical analysis, a/b testing, and visualization to decide whether the new landing page of an online news portal is effective enough to gather new subscribers or not. Skills & Tools CoveredHypothesis Testinga/b testingData VisualizationStatistical InferenceCourse: Python - FoundationsThe food aggregator company has stored the data of the different orders made by the registered customers in their online portal. Perform the data analysis to help the company to improve the business.Skills & Tools CoveredExploratory Data Analysis (Variable IdentificationUnivariate analysisBi-Variate analysis)Python