Clustering in R
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What you learn in Clustering in R ?
About this Course
This course will introduce you to prominent Clustering concepts in the R programming language. The course begins by giving you an overview of machine learning, and it comprehends technologies in clustering. You will understand k-means clustering, hierarchical clustering, and marketing basket analysis mechanisms and learn to work with these concepts using R programming. There is an assessment to evaluate your gains at the end of the course. Complete the course for free and avail your certificate. You can also study the attached materials for reference.
After this free, self-paced, beginner's guide to Clustering in R, you can enroll in the Data Science and Machine Learning course, embark on your career with the professional Post Graduate certificate. Learn various concepts in depth with millions of aspirants across the globe!
Course Outline
In this module, you shall understand what machine learning is, why it is needed, supervised learning, its applications, unsupervised learning, and its applications.
This section shall imbibe in you the knowledge of what clustering is, various distance measures in clustering, hierarchical clustering, and k-means clustering in brief.
This section begins by explaining k-means clustering and understanding it through plots. It will then discuss the k-means algorithm, look at the working example, and its advantages in the latter part of this section.
The section begins by helping you understand the optimal number of clusters using R programming. It also demonstrates a code to work with k-means clustering later in this section.
The section begins with a briefing on hierarchical clustering with cluster dendrogram. You will then gain knowledge on how to work with a problem statement for k-means with a demonstrated example to form a data cluster.
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3.0 Hours
of self-paced video lectures