Abstract
We describe an introductory data science course, entitled Introduction to Data Science, offered at the University of Illinois at Urbana-Champaign. The course introduced general programming concepts by using the Python programming language with an emphasis on data preparation, processing, and presentation. The course had no prerequisites, and students were not expected to have any programming experience. This introductory course was designed to cover a wide range of topics, from the nature of data, to storage, to visualization, to probability and statistical analysis, to cloud and high performance computing, without becoming overly focused on any one subject. We conclude this article with a discussion of lessons learned and our plans to develop new data science courses.
Original language | English (US) |
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Pages (from-to) | 1947-1956 |
Number of pages | 10 |
Journal | Procedia Computer Science |
Volume | 80 |
DOIs | |
State | Published - 2016 |
Event | International Conference on Computational Science, ICCS 2016 - San Diego, United States Duration: Jun 6 2016 → Jun 8 2016 |
Keywords
- Cloud computing
- Data science
- Databases
- High performance computing
- Informatics
- Probability
- Python programming
- Statistics
- Visualization
ASJC Scopus subject areas
- General Computer Science