https://github.com/thomasjewson/cci-data-science-textbook
This is a short, interactive textbook aimed at introducing data science to non-IT university undergraduates. Funded by Erasmus+.
https://github.com/thomasjewson/cci-data-science-textbook
data data-science learning python textbook
Last synced: 2 months ago
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This is a short, interactive textbook aimed at introducing data science to non-IT university undergraduates. Funded by Erasmus+.
- Host: GitHub
- URL: https://github.com/thomasjewson/cci-data-science-textbook
- Owner: ThomasJewson
- License: gpl-3.0
- Created: 2021-10-12T21:22:05.000Z (over 4 years ago)
- Default Branch: main
- Last Pushed: 2021-10-27T08:58:40.000Z (over 4 years ago)
- Last Synced: 2025-03-16T09:48:17.997Z (over 1 year ago)
- Topics: data, data-science, learning, python, textbook
- Language: Jupyter Notebook
- Homepage:
- Size: 179 KB
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE
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README
# cci-data-science-textbook
**TL:DR** - *This is a short, interactive textbook aimed at introducing data science to non-IT university undergraduates.*
### Textbook Structure
The textbook has 7 lessons with the following structure:
1. Introductory Lessons:
* How to use jupyter notebooks
* Introduction to Pandas
2. Applied lessons:
* Input and Output - Questions
* Manipulation of Data - Questions
* Graphs - Questions
* Descriptive Statistics - Questions
* Linear Regression and Correlation - Questions
Each lesson has a set of 5 questions which should be answered and self-marked.
### Running the Textbook
To run the textbook simply click the links in the sections above. This opens a Google Collab of each lesson and question set.
Alternatively, install the [Anaconda distribution](https://www.anaconda.com/) and open the `.ipynb` files with Jupyter Notebooks.
### Funding
The content for this textbook was funded by the European Commission’s Erasmus+ via a scheme called ‘Computing Competences – Innovative learning approach for non-IT students’ (CCI) – a project which University of Bedfordshire collaborated on.
I worked at University of Bedfordshire as a research consultant to develop these materials under the guidance of Prof. Yanqing Duan.
### Licence
Feel free to use and edit this textbook under the guidance of the GNU General Public License v3.0.