Certificate Predictive Modeling: Efficiency Redefined
-- ViewingNowThe Certificate Predictive Modeling: Efficiency Redefined course is a powerful program designed to enhance your analytical skills. In today's data-driven world, predictive modeling has become a critical tool for businesses seeking to make informed decisions and improve efficiency.
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โข Introduction to Predictive Modeling – basics of predictive modeling, its importance, and applications
โข Data Preprocessing – data cleaning, normalization, transformation, and feature engineering
โข Regression Analysis – simple and multiple linear regression, polynomial regression, and regularization techniques
โข Classification Techniques – logistic regression, decision trees, random forests, and support vector machines
โข Unsupervised Learning – clustering, dimensionality reduction, and association rules
โข Time Series Analysis – autoregressive, moving average, ARIMA, and exponential smoothing methods
โข Model Evaluation – performance metrics, cross-validation, and statistical tests
โข Model Deployment – deploying models to production, monitoring, and maintaining deployed models
โข Ethics in Predictive Modeling – understanding ethical considerations, biases, and fairness in predictive modeling
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