In a world where data-driven solutions are revolutionizing industries, mastering advanced machine learning techniques is a pivotal skill that empowers innovation and strategic decision-making. This equips you with the expertise needed to harness advanced machine-learning algorithms. You will delve into the intricacies of cutting-edge machine-learning algorithms. Complex concepts will be simplified, making them accessible and actionable for you to harness the potential of advanced algorithms effectively. By the end of this course, you will learn to: 1. Employ regularization techniques for enhanced model performance and robustness. 2. Leverage ensemble methods, such as bagging and boosting, to improve predictive accuracy. 3. Implement hyperparameter tuning and feature engineering to refine models for real-world challenges. 4. Combine diverse models for superior predictions, expanding your predictive toolkit. 5. Strategically select the right machine learning models for different tasks based on factors and parameters.
Understanding Out-Of-Bag Score
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Skills You'll Learn
Regularization, Model Selection, Bagging and Boosting Algorithms, hyperparameter tuning
From the lesson
Ensemble Learning - Bagging Algorithms
Taught By
Analytics Vidhya