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Analytics

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)

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)
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  • Home
  • Statistics
  • Analytics
  • Toolkit
  • Projects
  • Games
  • Datasets
  • Contact Me
  • Collect Data