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    Cluster Analysis- Theory & workout using SAS and R

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    Udemy

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    Mode

    Online

    Fees

    ₹ 3099

    Quick Facts

    particular details
    Medium of instructions English
    Mode of learning Self study
    Mode of Delivery Video and Text Based

    Course and certificate fees

    Fees information
    ₹ 3,099
    certificate availability

    Yes

    certificate providing authority

    Udemy

    The syllabus

    Overall structure of the course

    • Course details - what is in four parts

    Part 01 - Cluster Analysis using SAS

    • What is covered in part 01 - cluster analysis using SAS
    • Intuitive Understanding of clusters
    • Difference between Cluster Analysis & Decision tree ( Objective segmentation)

    Motivation, Industry Applications & clustering as strategy. Industry Case study

    • Motivation to learn Clustering
    • Popular Industry Applications of Clustering
    • Clustering as strategy and Industry Case Study
    • Check Basic Understanding of cluster analysis
    • PDF for above lectures

    Hierarchical Clustering

    • Section outline - what will be explained in this section?
    • Hierarchical Clustering High Level
    • Hierarchical Clustering Steps and Associated terms
    • How to get free access to SAS?
    • Hierarchical Clustering Using SAS and Interpretation of The Output
    • Hierarchical Clustering Using Excel and explanation of SAS Output
    • Download resources files (Excel).
    • Scree Plot - to decide optimal number of clusters
    • Why to standardize variables
    • Dendrogram- The hierarchical structure
    • When to go for Non Hierarchical clustering
    • Check Basic Understanding of Hierarchical clustering
    • Section - pdf

    Non Hierarchical clustering - K means clustering

    • Section outline - what will be explained in this section
    • K means clustering alogorithm
    • Graphical Explanation of K means clustering
    • Hierarchical vs Non Hierarchical clustering
    • K means clustering for Data Mining
    • K means clustering using SAS
    • SAS output Explanation pass 01
    • SAS output Explanation pass 02
    • Section PDF
    • Section FAQ - Non Hierarchical Clustering

    Variants of Hierarchical clustering, Different distance and linkage functions

    • Section Outline
    • Agglomerative and Divisive Hierarchical Clustering
    • Generic Distance formula
    • Different Linkage function
    • Check Basic Understanding of Non Hierarchical clustering and various options
    • Section PDF
    • How to download Excel files?

    Part 02- cluster Analysis using R

    • Introduction to Cluster Analysis Using R
    • Details of Hierarchical clustering Function in R
    • Demo of Hierarchical clustering using R
    • Scree plot for hierarchical clustering in R
    • Details of Non Hierarchical clustering Function in R

    • Demo of Non Hierarchical clustering using R

    Part 03 - Cluster Analysis in data mining scenario (industrial set up)

    • Section Overview
    • Dealing with Nominal Categorical Variable
    • Dealing with Ordinal Categorical Variable
    • Dealing with Missing Value of a Numeric Variable
    • Outlier detection n Treatment
    • Standardize Numeric Variable
    • Select Numeric Variables by Variable Clustering
    • Iterate for final clusters

    • Business Presentation of cluster solution

    Demo of clustering approach for data mining scenario using R

    • Data Detail n Data Sanity check
    • Prepare Data for clustering
    • Variable selection by Variable clutsering
    • decide final number of clusters
    • Iterate for final cluster
    • Investigate the clusters
    • Business Presentation of cluster solution
    • Concluding Tips

    Part 04 - Practice Assignment and model solution

    • Practice
    • Model solution
    • FAQ (will keep growing overtime based on student's queries)
    • Bonus Topic - Analytics / Data Science / Machine Learning Interview questions

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