Certificate in Predictive Modeling and Visualization
-- ViewingNowThe Certificate in Predictive Modeling and Visualization is a comprehensive course designed to equip learners with essential skills in data analysis, predictive modeling, and visualization. This program is critical for professionals seeking to advance their careers in today's data-driven economy, where the ability to interpret and leverage data is highly sought after.
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GBP £ 140
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โข Introduction to Predictive Modeling: Overview of predictive modeling, its importance, and applications
โข Data Preprocessing: Data cleaning, normalization, and transformation techniques
โข Exploratory Data Analysis: Visualization and statistical analysis for data understanding
โข Regression Analysis: Simple and multiple linear regression, logistic regression, and polynomial regression
โข Time Series Analysis: Autoregressive, moving average, and ARIMA models
โข Classification Techniques: Decision trees, random forests, support vector machines, and k-nearest neighbors
โข Unsupervised Learning: Clustering, dimensionality reduction, and association rules
โข Model Evaluation: Performance metrics, cross-validation, and statistical tests
โข Model Deployment and Monitoring: Deployment strategies, model maintenance, and version control
โข Ethics in Predictive Modeling: Data privacy, fairness, transparency, and accountability
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