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https://github.com/worldbank/dec-python-course
https://github.com/worldbank/dec-python-course
jupyter-notebook python
Last synced: about 1 month ago
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- Host: GitHub
- URL: https://github.com/worldbank/dec-python-course
- Owner: worldbank
- Created: 2022-05-19T13:36:58.000Z (over 2 years ago)
- Default Branch: main
- Last Pushed: 2024-07-26T14:12:02.000Z (5 months ago)
- Last Synced: 2024-07-26T15:40:00.506Z (5 months ago)
- Topics: jupyter-notebook, python
- Language: Jupyter Notebook
- Size: 48.5 MB
- Stars: 13
- Watchers: 12
- Forks: 5
- Open Issues: 9
-
Metadata Files:
- Readme: README.md
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README
# DEC-foundations-of-python
This repository contains all the material for the DEC Python training.
This training is developed by DIME Analytics and DECID.## Course content
This training is structured into three parts.
Part 0 is a single-session introduction for people with no coding background.
Part 1 is a course that covers the foundations of Python
used in almost any type of Python data science project.
Part 2 is a collection of stand-alone sessions that
assumes knowledge in the foundations of Python
and each session dives deeper into the advanced topic.#### Links to content
* **Part 0 - Intro to Programming**
* [Slides](https://github.com/worldbank/dec-python-course/blob/main/0-intro-to-programming/0-intro-to-programming.pdf)
* **Part 1 - Foundations of Data Science in Python**
* Session 1 - Variable types and Python syntax
* [Jupyter notebook](https://github.com/worldbank/dec-python-course/blob/main/1-foundations/1-types-and-syntax/foundations-s1.ipynb)
* [Colab notebook](https://colab.research.google.com/github/worldbank/dec-python-course/blob/main/1-foundations/1-types-and-syntax/foundations-s1.ipynb)
* [Suggested solutions](https://github.com/worldbank/dec-python-course/blob/main/1-foundations/1-types-and-syntax/solutions-s1.ipynb)
* Session 2 - Control flow and functions
* [Jupyter notebook](https://github.com/worldbank/dec-python-course/blob/main/1-foundations/2-control-flows-and-functions/foundations-s2.ipynb)
* [Colab notebook](https://colab.research.google.com/github/worldbank/dec-python-course/blob/main/1-foundations/2-control-flows-and-functions/foundations-s2.ipynb)
* [Suggested solutions](https://github.com/worldbank/dec-python-course/blob/main/1-foundations/2-control-flows-and-functions/solutions-s2.ipynb)
* Session 3 - NumPy and Pandas
* [Jupyter notebook](https://github.com/worldbank/dec-python-course/blob/main/1-foundations/3-numpy-and-pandas/foundations-s3.ipynb)
* [Colab notebook](https://colab.research.google.com/github/worldbank/dec-python-course/blob/main/1-foundations/3-numpy-and-pandas/foundations-s3.ipynb)
* [Suggested solutions](https://github.com/worldbank/dec-python-course/blob/main/1-foundations/3-numpy-and-pandas/solutions-s3.ipynb)
* Session 4 - APIs and introduction to data visualization in Python
* APIs
* [Slides](https://github.com/worldbank/dec-python-course/blob/main/1-foundations/4-api-and-dataviz/Introduction%20to%20APIs.pdf)
* [Jupyter notebook](https://github.com/worldbank/dec-python-course/blob/main/1-foundations/4-api-and-dataviz/foundations-s4-api.ipynb)
* [Colab notebook](https://colab.research.google.com/github/worldbank/dec-python-course/blob/main/1-foundations/4-api-and-dataviz/foundations-s4-api.ipynb)
* [Suggested solutions](https://github.com/worldbank/dec-python-course/blob/main/1-foundations/4-api-and-dataviz/foundations-s4-api-solutions.ipynb)
* Data visualization
* [Jupyter notebook](https://github.com/worldbank/dec-python-course/blob/main/1-foundations/4-api-and-dataviz/foundations-s4-dataviz.ipynb)
* [Colab notebook](https://colab.research.google.com/github/worldbank/dec-python-course/blob/main/1-foundations/4-api-and-dataviz/foundations-s4-dataviz.ipynb)
* Project 1 - Schelling model
* [Jupyter notebook](https://github.com/worldbank/dec-python-course/blob/main/1-foundations/project-1-schelling-model/project-1-schelling-model-of-segregation.ipynb)
* [Colab notebook](https://colab.research.google.com/github/worldbank/dec-python-course/blob/main/1-foundations/project-1-schelling-model/project-1-schelling-model-of-segregation.ipynb)
* [Suggested solutions](https://github.com/worldbank/dec-python-course/blob/main/1-foundations/project-1-schelling-model/project1-solutions.ipynb)
* Project 2 - Raster data analysis and ML inference
* [Jupyter notebook](https://github.com/worldbank/dec-python-course/blob/main/1-foundations/project-2-rasters_and_functions/Project%202.ipynb)
* [Colab notebook](https://colab.research.google.com/github/worldbank/dec-python-course/blob/main/1-foundations/project-2-rasters_and_functions/Project%202.ipynb)
* [Suggested solutions](https://github.com/worldbank/dec-python-course/blob/main/1-foundations/project-2-rasters_and_functions/Project%202_Solutions.ipynb)
* **Part 2 - Advanced topics of Data Science of Python**
* Geospatial analysis
* [Jupyter notebook](https://github.com/worldbank/dec-python-course/blob/main/2-advanced-topics/geospatial-analysis/geospatial-analysis.ipynb)
* [Colab notebook](https://colab.research.google.com/github/worldbank/dec-python-course/blob/main/2-advanced-topics/geospatial-analysis/geospatial-analysis.ipynb)
* Introduction to text analysis
* [Jupyter notebook](https://github.com/worldbank/dec-python-course/blob/main/2-advanced-topics/text-analysis/intro-text-analysis.ipynb)
* [Colab notebook](https://colab.research.google.com/github/worldbank/dec-python-course/blob/main/2-advanced-topics/text-analysis/intro-text-analysis.ipynb)## Contact
If you have any questions you can contact one of the teams behind this training
on [email protected].