Global Certificate in Predictive Analytics for CRM
-- ViewingNowThe Global Certificate in Predictive Analytics for CRM is a comprehensive course that equips learners with essential skills in predictive analytics for customer relationship management. This certification program emphasizes the importance of data-driven decision-making in today's business landscape, where predictive analytics plays a critical role in driving growth and success.
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โข Introduction to Predictive Analytics & CRM: Understanding primary and secondary keywords, data mining, machine learning, and statistical models in CRM.
โข Data Preparation & Preprocessing: Cleaning and transforming raw data, feature engineering, and selecting appropriate data sets for predictive analytics.
โข Exploratory Data Analysis (EDA): Visualization techniques, correlation analysis, and data segmentation to identify trends and patterns.
โข Regression Analysis: Simple and multiple linear regression, logistic regression, and polynomial regression for predicting numerical and categorical variables.
โข Classification Techniques: Decision trees, random forests, support vector machines (SVMs), and ensemble methods for predicting customer behavior.
โข Time Series Analysis: Autoregressive integrated moving average (ARIMA), exponential smoothing, and prophet models for predicting future values in a time series.
โข Model Evaluation & Selection: Cross-validation, ROC curves, confusion matrices, and AIC/BIC criteria for selecting the best model.
โข Data Privacy & Ethics: Understanding ethical considerations and data privacy regulations in predictive analytics.
โข Implementation & Automation: Deploying predictive analytics models, automating workflows, and monitoring model performance.
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