Masterclass Certificate in Predictive Analytics & Modeling
-- ViewingNowThe Masterclass Certificate in Predictive Analytics & Modeling is a comprehensive course that equips learners with essential skills in predictive analytics, a field of rapidly growing importance in various industries. This course covers key concepts, including machine learning, data mining, statistical analysis, and predictive modeling.
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GBP £ 140
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โข Introduction to Predictive Analytics & Modeling: Fundamentals, Importance, and Applications
โข Data Preparation for Predictive Modeling: Data Cleaning, Preprocessing, and Feature Engineering
โข Regression Analysis: Simple Linear, Multiple Linear, and Logistic Regression
โข Time Series Analysis: ARIMA, Exponential Smoothing, and Prophet
โข Classification Techniques: Decision Trees, Random Forest, and Support Vector Machines
โข Unsupervised Learning: Clustering, Dimensionality Reduction, and Anomaly Detection
โข Ensemble Methods: Bagging, Boosting, and Stacking
โข Deep Learning for Predictive Analytics: Neural Networks, Convolutional Neural Networks (CNN), and Recurrent Neural Networks (RNN)
โข Model Evaluation & Validation: Metrics, Cross-Validation, and Hypothesis Testing
โข Ethics in Predictive Analytics: Bias, Discrimination, and Privacy Considerations
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