Executive Development Programme in Predictive Modeling Analysis
-- ViewingNowThe Executive Development Programme in Predictive Modeling Analysis is a certificate course designed to equip learners with essential skills in predictive analytics. This program underscores the importance of data-driven decision-making in today's digital economy.
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โข Introduction to Predictive Modeling Analysis: Defining predictive modeling, its importance, and applications
โข Data Preparation for Predictive Modeling: Data collection, cleaning, and preprocessing for predictive analysis
โข Regression Analysis: Simple and multiple linear regression, logistic regression, and their applications
โข Decision Trees and Random Forests: Concepts, construction, and advantages of decision trees and random forests
โข Machine Learning Algorithms: Overview of popular machine learning algorithms used in predictive modeling
โข Time Series Analysis: Time series components, forecasting techniques, and ARIMA models
โข Model Validation and Evaluation: Split sampling, cross-validation, performance metrics, and overfitting prevention
โข Data Visualization and Communication: Data presentation techniques, storytelling, and visualization tools
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