Advanced Certificate in Predictive Analytics for K-12
-- ViewingNowThe Advanced Certificate in Predictive Analytics for K-12 is a comprehensive program designed to equip educators and administrators with essential skills in data analysis and forecasting. This course is crucial in today's data-driven education landscape, where informed decisions can significantly improve student outcomes.
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โข Introduction to Predictive Analytics: Fundamentals of predictive analytics, data mining, and machine learning
โข Data Preparation for Predictive Modeling: Data cleaning, preprocessing, and feature engineering
โข Regression Analysis: Simple and multiple linear regression, logistic regression, and polynomial regression
โข Time Series Analysis: Autoregressive, moving average, and ARIMA models for K-12 educational data
โข Classification Techniques: Decision trees, random forests, support vector machines, and k-nearest neighbors
โข Clustering Methods: K-means, hierarchical, and density-based clustering for student segmentation
โข Natural Language Processing: Text preprocessing, sentiment analysis, and topic modeling for educational data
โข Predictive Analytics in K-12 Education: Applications, benefits, and ethical considerations for K-12 education
โข Evaluation and Validation: Model evaluation, selection, and validation techniques for predictive analytics
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