Setup Menus in Admin Panel

Reachout Analytics

Setup Menus in Admin Panel

Course Curriculum

Data Accessing

  • Data Import and Export
  • Save and Load R Data
  • Import from and Export to CSV Files
  • Import Data from SAS
  • Import/Export via ODBC
  • Read from Databases

Data Management

  • Data Exploration
  • Explore Individual Variables
  • Explore Multiple Variables
  • More Explorations
  • Save Charts into Files
  • Decision Trees and Random Forest
  • Decision Trees with Package party
  • Decision Trees with Package rpart

Predictive Modeling

  • Linear Regression
  • Logistic Regression
  • Generalized Linear Regression
  • Non-linear Regression
  • J48
  • Decision Stump
  • The k-Means Clustering
  • Hierarchical Clustering
  • Density-based Clustering
  • Association Rules
  • Basics of Association Rules
  • Visualizing Association Rules
  • Discussions and Further Readings
  • Transforming Text
  • Stemming Words
  • Building a Term-Document Matrix
  • Frequent Terms and Associations
  • Word Cloud
  • Network of Terms
  • Data partition (Training, Validating Testing)
  • Data Explore
  • Data Testing
  • Data Transform
  • SVM Model
  • Tree Analysis

Model Evaluation

  • ROC
  • Lift Curve
  • Sensitivity
  • Confusion matrices
  • Precession
  • Sensitivity
  • Prediction Score
  • Cross Validation
  • MAPE
  • MAE
  • AIC
  • BIC
  • Residual

Course Curriculum

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