Topics:

R Compiler

• RStudio Cloud Link

Data Creation

• Data Simulation (with R)

• Graph to Data (with WebPlotDigitizer)

Data Preparation

• Data Standardization (with OpenRefine)

• Data Transformation (with Excel VBA)

• Data Consolidation (with Excel VBA)

• Data Clean Up (with R)

• Substitute Missing Data (with R)

• Encoding (with R)

• SMOTE (with R)

Descriptive (and Diagnostic) Analytics

• Key Performance Indicators (KPIs)

• Data Summarization (with R)

• Parallel Coordinates Chart (with XDAT)

• Data Visualization (with R)

• Storytelling with Data

Dimensionality Reduction

• Feature Extraction (with R)

• Feature Selection (with R)

• Advanced Dimensionality Reduction (with R)

Topological Data Analysis

• Persistent Homology (with R)

Predictive Analytics (or Supervised Learning)

• Predictive Analytics (with R)

Unsupervised Learning

• Cluster Analysis (with R)

Prescriptive Analytics (or Optimization)

• Non-linear Programming (with R)

• Genetic Algorithms (with R)

• ​Strategizing with Data (with R)

Text Analytics

• Sentiment Analysis (with R)

• Word Cloud (with R)

• POS Tagging (with R)

Time Series Analysis

• Restructure Time Series Data (with R)

• Periodogram (with R)

• Decomposition of Time Series (with R)

• Prediction with ARIMA Model (with R)

Research Topics

• Driverless Data Visualization (with R)

• Coefficient of Order - Subset (with R)

• Coefficient of Order - Line Graph (with R)