Masterclass Certificate in Ensemble Learning: Mastering Data Science
-- ViewingNowThe Masterclass Certificate in Ensemble Learning: Mastering Data Science is a comprehensive course that addresses the rising industry demand for professionals skilled in advanced data science techniques. This certificate program dives into the concept of ensemble learning, a powerful approach that combines multiple learning algorithms to improve predictive performance.
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โข Unit 1: Introduction to Ensemble Learning in Data Science
โข Unit 2: Foundations of Machine Learning: Supervised and Unsupervised Learning
โข Unit 3: Data Preprocessing and Feature Engineering
โข Unit 4: Bagging: Concepts and Applications
โข Unit 5: Implementing Bagging Algorithms in Python
โข Unit 6: Boosting: Principles and Techniques
โข Unit 7: Building Boosting Models in Scikit-learn
โข Unit 8: Stacking: Theory and Practice
โข Unit 9: Advanced Ensemble Methods: Random Forests and Gradient Boosting Machines
โข Unit 10: Real-world Project: Implementing Ensemble Learning Solutions
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