Executive Development Programme in Predictive Modeling and Technology
-- ViewingNowThe Executive Development Programme in Predictive Modeling and Technology is a certificate course designed to equip learners with essential skills in predictive analytics and technology. This program is crucial in today's data-driven world, where businesses rely heavily on accurate predictions and data-based decision-making.
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โข Introduction to Predictive Modeling: Defining predictive modeling, its importance, and applications.
โข Data Preparation: Data cleaning, preprocessing, and transforming for predictive modeling.
โข Regression Analysis: Simple and multiple linear regression, model evaluation.
โข Classification Techniques: Logistic regression, decision trees, random forests.
โข Time Series Analysis: ARIMA, exponential smoothing, and forecasting.
โข Machine Learning: Overview, supervised and unsupervised learning, ensemble methods.
โข Deep Learning: Neural networks, long short-term memory (LSTM), convolutional neural networks (CNN).
โข Model Validation and Evaluation: Cross-validation, performance metrics.
โข Predictive Modeling Tools: R, Python, SAS, and Tableau.
โข Ethics and Bias: Responsible AI, ethical considerations for predictive modeling.
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