https://github.com/worldbank/dec-python-course

https://github.com/worldbank/dec-python-course

jupyter-notebook python

Last synced: 5 days 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 (4 months ago)
• Last Synced: 2024-07-26T15:40:00.506Z (4 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].