Hands-On Ensemble Learning with Python

Hands-On Ensemble Learning with Python teaches you how to use Vagrant as a powerful DevOps tool and gives an overview of how it fits into the DevOps landscape. You will learn how to install VirtualBox and Vagrant in Windows, macOS, and Linux. You will then move on to understanding Vagrant commands, discovering its boxes and Vagrant Cloud. (Limited-time offer)

Table of Contents

• Section 1: Introduction and Required Software Tools
• A Machine Learning Refresher
• Getting Started with Ensemble Learning
• Section 2: Non-Generative Methods
• Voting
• Stacking
• Section 3: Generative Methods
• Bagging
• Boosting
• Random Forests
• Section 4: Clustering
• Clustering
• Section 5: Real World Applications
• Classifying Fraudulent Transactions
• Predicting Bitcoin Prices
• Evaluating Sentiment on Twitter
• Recommending Movies with Keras
• Clustering World Happiness

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