DATA ANALYTICS WITH R - LIBA · of Business Administration DATA ANALYTICS WITH R 2 Months (8...

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Page 1: DATA ANALYTICS WITH R - LIBA · of Business Administration DATA ANALYTICS WITH R 2 Months (8 Sundays Sessions), 10.00 AM - 01.00 PM 72999 48085 / 94443 73852 / 94447 05142 / 044 2817

LIBALoyola Institute

of Business Administration

DATA ANALYTICS WITH R

2 Months (8 Sundays Sessions), 10.00 AM - 01.00 PM

72999 48085 / 94443 73852 / 94447 05142 / 044 2817 [email protected] , [email protected]

www.liba.edu

Page 2: DATA ANALYTICS WITH R - LIBA · of Business Administration DATA ANALYTICS WITH R 2 Months (8 Sundays Sessions), 10.00 AM - 01.00 PM 72999 48085 / 94443 73852 / 94447 05142 / 044 2817

Loyola Institute of Business Administration

Course Content:

2 Months (8 Sundays Sessions), 10.00 AM - 01.00 PM

72999 48085 / 94443 73852 / 94447 05142 / 044 2817 [email protected] , [email protected]

www.liba.edu

INTRODUCTION TO DATA ANALYTICSNeed of analyticsCommon Analytics practicesTools and techniques

STATISTICS ESSENTIALSCentral Limit TheoremProbability distributionsProbability distributionsHypothesis Testing

R BASICSR interface, Data import & exportUsing in-built functionsImport & implement package functions

EXPLORATORY DATA ANALYSISData Manipulation with dplyrData Manipulation with dplyrData Visualization with ggplot2Complete EDA process

MODEL BUILDING & PREDICTINGMultiple Linear Regression & Logistics RegressionDecision Trees & Random ForestModel Tuning & Prediction for all models