An R and Data Mining Course

posted Dec 9, 2018, 3:23 PM by Yanchang Zhao   [ updated Dec 9, 2018, 3:23 PM ]
I will run an 8-hour course on R and Data Mining at Black Mountain, CSIRO, Australia on 10 & 13 December 2018.

The course materials, incl. slides, R scripts and datasets, are available at http://www.rdatamining.com/training/course.

Below is outline of the course.

Part I: Monday 10 Dec 2018, 1-5pm

  • R Programming 
    basics of R language and programming, parallel computing, and data import and export
  • Data Exploration and Visualisation
    summary, stats and various charts
  • Regression and Classification
    linear regression and logistic regression, decision trees and random forest
  • Data Clustering
  • k-means clustering, k-medoids clustering, hierarchical clustering and density-based clustering

Part II: Thursday 13 Dec 2018, 1-5pm

  • Time Series Analysis
    time series decomposition, forecasting, classification and clustering
  • Association Rule Mining 
    mining and selecting interesting association rules, redundancy removal, and rule visualisation
  • Text Mining
    text mining, word cloud, topic modelling, and sentiment analysis,
  • Network Analysis and Graph Mining
    graph construction, graph query, centrality measures, and graph visualisation
  • Big Data
    Hadoop, Spark and R