Titlebook: Ensemble Learning for AI Developers; Learn Bagging, Stack Alok Kumar,Mayank Jain Book 2020 Alok Kumar and Mayank Jain 2020 Ensemble Learnin

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Book 2020 with an historical overview and explains key ensemble techniques and why they are needed. You then will learn how to change training data using bagging, bootstrap aggregating, random forest models, and cross-validation methods. Authors Kumar and Jain provide best practices to guide you in combining

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https://doi.org/10.1007/978-1-4842-5940-5Ensemble Learning; Machine Learning; Regression; Supervised Learning; Artificial Intelligence; Python; Dee

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Why Ensemble Techniques Are Needed, context of musicians who regularly play together. An ensemble of musicians is the sum of individual compositions by multiple musicians. Similarly, in machine learning, . is a combination of multiple machine learning techniques performed together.

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Gillian McCann,Gitte BechsgaardIn Chapter ., you learned how to divide and mix training data in different ways to build ensemble models, which perform better than a model that was trained on an undivided dataset.