Global Certificate in Predictive Modeling Applications
-- ViewingNowThe Global Certificate in Predictive Modeling Applications is a comprehensive course designed to equip learners with essential skills in predictive modeling. This certification program focuses on teaching data analysis, machine learning, and predictive analytics techniques that are crucial in today's data-driven world.
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โข Introduction to Predictive Modeling: Overview of predictive modeling, its importance, and applications
โข Data Preparation: Data cleaning, preprocessing, and feature selection techniques
โข Regression Analysis: Simple and multiple linear regression, logistic regression, and evaluation metrics
โข Decision Trees and Random Forests: Decision tree construction, ensemble learning, and random forest
โข Support Vector Machines (SVM): SVM principles, kernel functions, and SVM for classification and regression
โข Neural Networks: Artificial neural networks, deep learning, and their predictive modeling applications
โข Time Series Analysis: Time series components, ARIMA, and exponential smoothing
โข Model Evaluation and Selection: Model validation, cross-validation, and model selection strategies
โข Ethics in Predictive Modeling: Bias, fairness, transparency, and responsible use of predictive models
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