Unlocking the Secrets of Data: Unsupervised Learning with R

Clustering, Association Rule Mining, and Dimensionality Reduction Techniques

Course Description:

What you’ll learn

  • Apply clustering algorithms to college scorecard data.
  • Apply association rule mining to a set of products that customers have subscribed to.
  • Apply dimensionality reduction techniques in preparation for clustering analyses.
  • Use the R programming language to accomplish unsupervised machine learning tasks.

Course Content

  • Introduction –> 5 lectures • 11min.
  • Unsupervised Learning: Clustering –> 7 lectures • 1hr 7min.
  • Unsupervised Learning: Dimensionality Reduction –> 4 lectures • 23min.
  • Unsupervised Learning: Association Rule Mining (aka Market Basket Analysis) –> 7 lectures • 32min.

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Course Description:

Welcome to “Unlocking the Secrets of Data: Unsupervised Learning with R”, a comprehensive and engaging journey into the world of unsupervised machine learning using the powerful R programming language.

Who This Course Is For:

This course is meticulously designed for a wide range of learners – whether you are stepping into the realm of data science, seeking to enhance your programming skills in R, or a professional looking to delve into the specifics of unsupervised learning algorithms.

What You Will Learn:


  • Fundamentals of Unsupervised Learning: Grasp the core concepts and different approaches of unsupervised learning in data science.
  • R Programming Deep Dive: Whether you’re starting fresh or brushing up, you’ll gain a strong command of R, a language pivotal in data analysis and machine learning.
  • Key Algorithms and Techniques: Explore essential algorithms like hierarchical clustering, association rules, and Principal Component Analysis (PCA).
  • Real-world Data Projects: Apply your knowledge to real-world datasets, uncovering hidden patterns and gaining practical, hands-on experience.
  • Interactive Learning Experience: Engage with coding challenges, enhancing your learning experience.
  • Community and Support: Join a vibrant community of learners and experts. Participate in discussions, share insights, and get the support you need to excel.

Why Choose This Course:


  • Tailored Content: Content designed to cater to both beginners and those with prior knowledge, ensuring a comprehensive learning curve.
  • Practical and Theoretical Balance: A well-balanced blend of theoretical knowledge and practical application.
  • Video Lectures: Unique video based learning that demonstrates live coding sessions.
  • Flexible Learning: Learn at your own pace with access to all course materials and community support.

Embark on this journey to master unsupervised learning with R and transform the way you understand and leverage data. Whether it’s for career advancement, academic pursuits, or personal interest, “Unlocking the Secrets of Data: Unsupervised Learning with R” is your key to unlocking the potential of data science.

Enroll now and start your journey towards gaining expertise in unsupervised learning using R!

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