Executive Development Programme in Data-Driven Classification
-- ViewingNowThe Executive Development Programme in Data-Driven Classification is a certificate course designed to equip learners with essential skills in data analysis and classification. This program is crucial in today's data-driven world, where businesses rely heavily on data to make informed decisions.
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โข Introduction to Data-Driven Classification: Fundamentals, use cases, and benefits of data-driven classification
โข Data Preprocessing: Data cleaning, normalization, transformation, and feature engineering
โข Machine Learning Basics: Supervised, unsupervised, and reinforcement learning, model evaluation
โข Classification Algorithms: Logistic regression, decision trees, random forests, and support vector machines
โข Neural Networks: Artificial neural networks, deep learning, and convolutional neural networks
โข Ensemble Methods: Bagging, boosting, and stacking for improved classification
โข Evaluation Metrics: Accuracy, precision, recall, F1-score, ROC curve, and AUC
โข Data Ethics: Privacy, bias, fairness, and transparency in data-driven classification
โข Implementation Best Practices: Scalability, maintainability, and model deployment
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