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TORRENT DETAILS
Udemy - Unlocking The Secrets Of Data - Unsupervised Learning With R
TORRENT SUMMARY
Status:
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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.
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FILE LIST
Filename
Size
~Get Your Files Here !/1. Introduction/1. Introduction.mp4
37.5 MB
~Get Your Files Here !/1. Introduction/2. Instructor Welcome.mp4
64.8 MB
~Get Your Files Here !/1. Introduction/3. Prerequisites.html
2.6 KB
~Get Your Files Here !/1. Introduction/3.1 CRAN Task Views -- a listing R packages organized into categories or tasks.html
98 B
~Get Your Files Here !/1. Introduction/3.2 Installing Packages in R.html
109 B
~Get Your Files Here !/1. Introduction/3.3 R Language.html
89 B
~Get Your Files Here !/1. Introduction/3.4 R Studio IDE.html
103 B
~Get Your Files Here !/1. Introduction/4. Why use R and R Studio for this.html
3 KB
~Get Your Files Here !/1. Introduction/5. Getting Data Sets.mp4
50.8 MB
~Get Your Files Here !/1. Introduction/5.1 Data from the FiveThirtyEight website.html
100 B
~Get Your Files Here !/1. Introduction/5.2 Data.Gov.html
78 B
~Get Your Files Here !/1. Introduction/5.3 Human Resources Data Set.html
126 B
~Get Your Files Here !/1. Introduction/5.4 Kaggle.html
82 B
~Get Your Files Here !/2. Unsupervised Learning Clustering/1. Introduction to Clustering.mp4
117.8 MB
~Get Your Files Here !/2. Unsupervised Learning Clustering/2. Example of using College Scorecard Data - from Industry.mp4
94.3 MB
~Get Your Files Here !/2. Unsupervised Learning Clustering/3. Getting and Loading the College Scorecard Data.mp4
166.2 MB
~Get Your Files Here !/2. Unsupervised Learning Clustering/4. Scaling The Data - Required for Clustering Analyses.mp4
161.8 MB
~Get Your Files Here !/2. Unsupervised Learning Clustering/5. Using Hierarchical Clustering in R.mp4
276.4 MB
~Get Your Files Here !/2. Unsupervised Learning Clustering/6. Running a kMeans Clustering Analysis in R.mp4
111.3 MB
~Get Your Files Here !/2. Unsupervised Learning Clustering/7. Cluster Validity.mp4
129.8 MB
~Get Your Files Here !/2. Unsupervised Learning Clustering/8. Creating Your Own Clustering Analysis.html
173 B
~Get Your Files Here !/3. Unsupervised Learning Dimensionality Reduction/1. Introduction to Dimensionality Reduction.mp4
78.5 MB
~Get Your Files Here !/3. Unsupervised Learning Dimensionality Reduction/2. Feature Removal of Highly Correlated Features.mp4
70.4 MB
~Get Your Files Here !/3. Unsupervised Learning Dimensionality Reduction/3. PCA in R - Part 1.mp4
99 MB
~Get Your Files Here !/3. Unsupervised Learning Dimensionality Reduction/4. PCA in R - Part 2.mp4
77.1 MB
~Get Your Files Here !/3. Unsupervised Learning Dimensionality Reduction/5. Dimensionality Quiz.html
169 B
~Get Your Files Here !/3. Unsupervised Learning Dimensionality Reduction/6. Apply PCA to a New Dataset.html
173 B
~Get Your Files Here !/4. Unsupervised Learning Association Rule Mining (aka Market Basket Analysis)/1. Introduction to Frequent Itemset Mining and Association Rule Mining - Part 1.mp4
44.2 MB
~Get Your Files Here !/4. Unsupervised Learning Association Rule Mining (aka Market Basket Analysis)/2. Introduction to Frequent Itemset Mining and Association Rule Mining - Part 2.mp4
50.8 MB
~Get Your Files Here !/4. Unsupervised Learning Association Rule Mining (aka Market Basket Analysis)/3. Measuring Results of Association Rules.mp4
52.3 MB
~Get Your Files Here !/4. Unsupervised Learning Association Rule Mining (aka Market Basket Analysis)/4. Cleaning and Preparing Data for Frequent Itemset Mining and Association Rules.mp4
85.1 MB
~Get Your Files Here !/4. Unsupervised Learning Association Rule Mining (aka Market Basket Analysis)/5. Frequent Itemsets.mp4
70.8 MB
~Get Your Files Here !/4. Unsupervised Learning Association Rule Mining (aka Market Basket Analysis)/6. Association Rules.mp4
45.9 MB
~Get Your Files Here !/4. Unsupervised Learning Association Rule Mining (aka Market Basket Analysis)/7. Sorting Itemsets and Rules.mp4
48 MB
~Get Your Files Here !/4. Unsupervised Learning Association Rule Mining (aka Market Basket Analysis)/8. Frequent Itemset Mining and Association Rules.html
