/EC-TEL_2016_Workshop

Content for workshop at 2016 European Conference on Technology Enhanced Learning (EC-TEL) in Lyon

Primary LanguageJupyter Notebook

Educational Data Mining with Python and Apache Spark

European Conference on Technology Enhanced Learning, 2016, Lyon, France

Tutorial website

http://www.mheducation.com/content/mhe/en_us/ec-tel2016.html

Install Anaconda Python distribution

https://www.continuum.io/downloads

Open dataset: HarvardX-MITx MOOC data (HMXPC13_DI_v2_5-14-14.csv)

https://dataverse.harvard.edu/dataset.xhtml?persistentId=doi:10.7910/DVN/26147

Agenda:

  • Introduction
  • Exploratory Data Analysis
    • 1-Educational_Data_Mining.ipynb
  • Predictive Models
    • 2-Predictive_Models.ipynb
  • Data Analysis with Apache Spark
    • 3-Introduction_to_Spark.ipynb
    • 4-Core_Spark_Fundamentals.ipynb