Executive Development Programme in Predictive Modeling for ICS
-- ViewingNowThe Executive Development Programme in Predictive Modeling for ICS is a certificate course designed to equip learners with advanced analytical skills essential for career growth in today's data-driven world. This program is crucial in bridging the gap between traditional and modern data analysis techniques, with a focus on Industrial Control Systems (ICS).
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โข Introduction to Predictive Modeling: Fundamentals of predictive modeling, understanding data, model creation, and evaluation
โข Data Preprocessing: Data cleaning, normalization, transformation, and feature selection techniques
โข Regression Analysis: Linear and logistic regression, model selection, and evaluation
โข Time Series Analysis: Autoregressive, moving average, and ARIMA models for time series data
โข Machine Learning Algorithms: Decision trees, random forests, neural networks, and support vector machines
โข Ensemble Methods: Bagging, boosting, and stacking techniques for improving model performance
โข Cross-Validation and Hyperparameter Tuning: Techniques for assessing model performance and selecting optimal hyperparameters
โข Evaluation Metrics: Understanding and selecting appropriate evaluation metrics for different predictive modeling problems
โข Predictive Modeling for ICS: Application and implementation of predictive modeling in Industrial Control Systems (ICS) and related security challenges
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