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  • The #dariahTeach Project
  • The IGNITE Project
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  • Introduction
  • Unit I: Basics
  • Unit II: Machine Learning for Society and Culture
  • Unit II: Machine Learning for Society and Culture

    The second course of our series to introduce interactive data analysis with Python to humanities students will work through several research use cases using basic machine learning. We will use association mining to analyse communities of practice. One of the most intuitive techniques of data analysis is community detection. In the second session, we will explore political opinions in the US congress and how users of a social network share interest. We also employ network analysis to split up a small community network into groups and clusters before finally learning in the third session more about visualisation and image analysis.

    Please, note that we require you to finish the first unit of this course before you can start this short course.

    • 2.1 Political Communities Lesson
    • 2.2 Web scraping Lesson
    • 2.3 Graphs Lesson
    • 2.4 Visuals and Arts Lesson
    • Quiz 2.1 Interactive Content
    • Quiz 2.2 Interactive Content
    • Quiz 2.3 Interactive Content
    • Quiz 2.3.2 Interactive Content
    • Quiz 2.4 Interactive Content
    • Quiz 2.4.1 Interactive Content
◄Unit I: Basics
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Course Custom Menu
Introduction
  Intended Learning Objectives
  Teaching/Learning Methods
  Instructions
  A Dimpah OER
Unit I: Basics
  1.1 Starting with Python interactively
  • 1.1.1 Introduction to the environment
  • 1.1.2 Python lists
  • 1.1.3 Arrays
  1.2 Data Frames and Indexing
  • 1.2.1 Data Frames
  • 1.2.2 DataFrame Indexing
  1.3 Little Control Structures
  • 1.3 If-statements and for loops
  1.4 Exploring a real-life dataset and plotting data
  • 1.4.1 Death penalties in Florida
  • 1.4.2 Plotting
  Quiz 1.1.1
  Quiz 1.1.2
  Quiz 1.1.3
  Quiz 1.2.1
  Quiz 1.2.2
  Quiz 1.3.1
  Quiz 1.4.1
  Quiz 1.4.2
Unit II: Machine Learning for Society and Culture
  2.1 Political Communities
  • 2.1 The 114th US Senate and Clustering
  2.2 Web scraping
  • 2.2 Web scraping
  2.3 Graphs
  • 2.3.1 Graphs from Data
  • 2.3.2 Graph Visualisation
  2.4 Visuals and Arts
  • 2.4.1 Advanced Visualisation
  • 2.4.2 Image Analysis
  Quiz 2.1
  Quiz 2.2
  Quiz 2.3
  Quiz 2.3.2
  Quiz 2.4
  Quiz 2.4.1
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          • Unit I: Basics

          • Unit II: Machine Learning for Society and Culture

            • Lesson2.1 Political Communities

            • Lesson2.2 Web scraping

            • Lesson2.3 Graphs

            • Lesson2.4 Visuals and Arts

            • Interactive ContentQuiz 2.1

            • Interactive ContentQuiz 2.2

            • Interactive ContentQuiz 2.3

            • Interactive ContentQuiz 2.3.2

            • Interactive ContentQuiz 2.4

            • Interactive ContentQuiz 2.4.1

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Main Language

en

Other Languages

aa

Publisher Name

dariahTeach

Authors

Zarah van Hout, Tobias Blanke, Giovanni Colavizza

Licence

CC-BY-SA

Publication Date

2023-05-22 15:57:00

ECTS

5

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