FacultyUpskilling

A repository of resources from faculty upskilling workshops.

• Week One: Getting Familiar with R
  • Tentative Schedule
  • Installing and Accessing R and RStudio
  • Intro to R and the Tidyverse
  • Introduction to Data Visualization
  • An R Markdown Template
  • Assignments: Homework 1 (Solutions)
• Week Two: An Introduction to TidyText
  • Heads Up
  • Work Through Chapter 1: The Tidy Text Format
  • Assignments: Homework 2 (Solutions)
• Week Three: Sentiment Analysis
  • Heads Up
  • Work Through Chapter 2: Sentiment Analysis with Tidy Data
  • Assignments:
    • Homework 3 (Solutions)
    • Sentiment Analysis with Twitter
• Week Four: Analyzing Word and Document Frequency, tf-idf
  • Heads Up
  • Work Through Chapter 3: Analyzing Word and Document Frequency: tf-idf
  • Assignments:
    • Homework 4 (Solutions)
• Week Five: Relationships Between Words, N-grams and Correlations
  • Heads Up
  • Work Through Chapter 4: Relationships Between Words, N-grams and Correlations
  • Assignments:
    • Homework 5 (Solutions)
• Weeks Six and Seven: Tidy and Untidy Formats, ML and Topic Models
  • Heads Up, Chapter 5
  • Work Through Chapter 5: Converting to and From Non-Tidy Formats
  • Heads Up, Chapter 6
  • Work Through Chapter 6: Topic Modeling
  • Assignments:
    • Homework 6 (Solutions)
  • Epilogue

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