More Data Mining with R
Learn data mining techniques: market basket analysis, social network analysis, Twitter data mining, text analysis & time series analysis. Unlock valuable insights!
Course Content
More Data Mining with R is an all-levels Udemy course taught by Geoffrey Hubona, Ph.D.. It runs 10h 34m, is taught in English, and includes a certificate of completion. Learners rate it 3.7 out of 5 from 111 reviews, with 2,602 students enrolled. It is a paid course, last updated August 2020.
Dive deeper into data mining with R with this comprehensive course, More Data Mining with R. Building upon the foundational knowledge from "Data Mining with R: Go from Beginner to Advanced" (though not required), this course explores a wide array of modern data mining techniques using practical examples, extended case studies, and real-world datasets.
This course expands your skillset beyond the basics, offering detailed instruction and hands-on practice in:
- Association Analysis (Market Basket Analysis): Learn to uncover hidden relationships between items using association rules. We'll cover creating, mining, and interpreting these rules with multiple case studies. Understand how to leverage market basket analysis for valuable insights.
- Network Analysis: Explore the power of network analysis with the versatile iGraph visualization tool. Apply these techniques to real-world scenarios, including analyzing social network data like marriage and power structures, and friendship links.
- Text Mining: Unlock insights from textual data with text mining techniques. Analyze Twitter data and create insightful word clouds to visualize key themes.
- Text & String Manipulation: Master essential text and string manipulation skills, including the use of powerful regular expressions for data cleaning and analysis.
- Time Series Data Mining: Develop expertise in time series data mining and analysis. Follow an extended case study forecasting house price indices in Canberra, Australia, to gain practical experience.
Whether you're looking to enhance your R programming skills for data analysis, delve into machine learning, or gain a competitive edge in data science, this course provides the tools and knowledge you need. This is the perfect next step for those seeking advanced data mining capabilities in R.
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