Professional Certificate in Predictive Modeling Frontiers
-- ViewingNowThe Professional Certificate in Predictive Modeling Frontiers is a course designed to equip learners with the latest techniques in predictive modeling. This certificate program emphasizes the importance of data-driven decision making and predictive analytics in today's technology-driven world.
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โข Introduction to Predictive Modeling: Overview of predictive modeling, its applications, and the data science workflow.
โข Data Preprocessing: Data cleaning, wrangling, and transformation techniques for predictive modeling.
โข Exploratory Data Analysis: Techniques for understanding data, identifying patterns, and generating hypotheses.
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 algorithms, dimensionality reduction, and anomaly detection.
โข Deep Learning: Neural networks, convolutional neural networks, and recurrent neural networks.
โข Model Evaluation: Validation techniques, performance metrics, and statistical significance testing.
โข Model Deployment: Deployment strategies, model monitoring, and version control.
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