Machine Learning with R

R gives you access to the cutting-edge software you need to prepare data for machine learning. No previous knowledge required – Machine Learning with R will take you methodically through every stage of applying machine learning. (Limited-time offer)

Table of Contents

• Introducing Machine Learning
• Managing and Understanding Data
• Lazy Learning – Classification Using Nearest Neighbors
• Probabilistic Learning – Classification Using Naive Bayes
• Divide and Conquer – Classification Using Decision Trees and Rules
• Forecasting Numeric Data – Regression Methods
• Black Box Methods – Neural Networks and Support Vector Machines
• Finding Patterns – Market Basket Analysis Using Association Rules
• Finding Groups of Data – Clustering with k-means
• Evaluating Model Performance
• Improving Model Performance
• Specialized Machine Learning Topics

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