Published 2/2024
Created by Rich Huebner
MP4 | Video: h264, 1280×720 | Audio: AAC, 44.1 KHz, 2 Ch
Genre: eLearning | Language: English | Duration: 23 Lectures ( 2h 13m ) | Size: 1.88 GB
Clustering, Association Rule Mining, and Dimensionality Reduction Techniques
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
Requirements:
Some familiarity with R is needed. Learners should have R and R Studio installed already. I will make sure there is at least one lecture describing which packages you will need for this course.
Description:
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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