Global Certificate in ML Prototype Excellence
-- ViewingNowThe Global Certificate in ML Prototype Excellence is a comprehensive course designed to equip learners with essential skills in machine learning prototype development. This course is crucial in today's data-driven world, where organizations increasingly rely on ML prototypes for informed decision-making and innovative solutions.
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โข Machine Learning Basics: Introduction to ML, Types of ML, Supervised, Unsupervised, and Reinforcement Learning, Regression, Classification, Clustering
โข Data Preprocessing: Data Cleaning, Data Transformation, Data Reduction, Feature Engineering, Data Visualization
โข Model Training and Evaluation: Model Selection, Model Training, Model Evaluation Metrics, Cross-Validation
โข Hyperparameter Tuning: Grid Search, Random Search, Bayesian Optimization, Hyperband, Successive Halving
โข Model Deployment and Monitoring: Model Deployment, Model Monitoring, Model Maintenance, Model Retraining
โข Ethics in ML: Bias and Fairness, Privacy and Security, Explainability and Interpretability
โข Collaborative Tools for ML: Version Control, Collaborative Notebooks, Project Management Tools
โข Best Practices: Reproducibility, Experiment Tracking, Continuous Integration and Continuous Deployment
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