R Machine Learning Solutions

Course Description

R is a statistical programming language that provides impressive tools to analyze data and create high-level graphics. This video course will take you from very basics of R to creating insightful machine learning models with R. You will start with setting up the environment and then perform data ETL in R.

Data exploration examples are provided that demonstrate how powerful data visualization and machine learning is in discovering hidden relationship. You will then dive into important machine learning topics, including data classification, regression, clustering, association rule mining, and dimensionality reduction.

Learning Outcomes

• Create and inspect the transaction dataset, performing association analysis with the Apriori algorithm
• Visualize patterns and associations using a range of graphs and find frequent itemsets using the Eclat algorithm
• Compare the differences between each regression method to discover how they solve problems
• Predict possible churn users with the classification approach
• Implement the clustering method to segment customer data
• Compress images with the dimension reduction method
• Incorporate R and Hadoop to solve machine learning problems on big data

Pre-requisites