Executive Development Programme in Machine Learning for Government
-- ViewingNowThe Executive Development Programme in Machine Learning for Government is a certificate course designed to empower government professionals with essential ML skills. The course highlights the importance of data-driven decision-making and how ML can streamline government operations, improve service delivery, and enhance citizen experience.
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โข Introduction to Machine Learning – concepts, types, and use cases
โข Data Preprocessing – data cleaning, wrangling, and exploration
โข Supervised Learning Algorithms – regression, classification, support vector machines
โข Unsupervised Learning Algorithms – clustering, dimensionality reduction
โข Deep Learning – neural networks, convolutional neural networks, recurrent neural networks
โข Machine Learning for Government – applications, case studies, and best practices
โข Ethical Considerations in Machine Learning – bias, fairness, transparency, and explainability
โข Implementing Machine Learning in Government – tools, platforms, and infrastructure
โข Evaluating and Improving Machine Learning Models – metrics, model selection, and hyperparameter tuning
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