Global Certificate in Machine Learning Insights for Performance Optimization
-- ViewingNowThe Global Certificate in Machine Learning Insights for Performance Optimization is a comprehensive course designed to equip learners with essential skills in machine learning. This course is crucial in today's data-driven world, where businesses are seeking professionals who can leverage machine learning to optimize performance and drive growth.
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โข Machine Learning Fundamentals: Introduction to machine learning, supervised and unsupervised learning, regression, classification, clustering
โข Data Preprocessing: Data cleaning, data transformation, feature scaling, feature selection, data normalization
โข Model Evaluation: Confusion matrix, ROC curve, precision-recall curve, F1 score, cross-validation
โข Hyperparameter Tuning: Grid search, random search, Bayesian optimization, k-fold cross-validation
โข Regularization: L1 regularization (Lasso), L2 regularization (Ridge), Elastic Net
โข Ensemble Methods: Bagging, boosting, stacking, random forests
โข Dimensionality Reduction: Principal component analysis (PCA), t-distributed stochastic neighbor embedding (t-SNE), linear discriminant analysis (LDA)
โข Feature Engineering: One-hot encoding, binning, polynomial features, interaction features
โข Transfer Learning: Pre-trained models, fine-tuning, domain adaptation
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