Certificate in Model Enhancement Methods
-- ViewingNowThe Certificate in Model Enhancement Methods is a comprehensive course designed to equip learners with essential skills for career advancement in data analysis and modeling. This program focuses on enhancing model quality, efficiency, and applicability through various advanced techniques.
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โข Introduction to Model Enhancement Methods
โข Data Preprocessing โ Data Cleaning, Data Transformation, Data Normalization
โข Feature Engineering โ Feature Extraction, Feature Selection, Dimensionality Reduction
โข Model Selection โ Supervised, Unsupervised, Reinforcement Learning
โข Model Evaluation โ Cross-Validation, Bias-Variance Tradeoff, Overfitting Prevention
โข Hyperparameter Tuning โ Grid Search, Random Search, Bayesian Optimization
โข Ensemble Methods โ Bagging, Boosting, Stacking
โข Deep Learning Methods โ Neural Networks, Convolutional Neural Networks, Recurrent Neural Networks
โข Model Deployment and Monitoring โ Model Serving, Model Monitoring, Model Retraining
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