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Data Pipelines course material #56
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Create Medallioin stages for data processing
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# DEC-foundations-of-python | ||
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This repository contains all the material for the DEC Python training. | ||
This training is developed by DIME Analytics and DECID. | ||
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## Course content | ||
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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. | ||
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#### 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) | ||
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## Contact | ||
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If you have any questions you can contact one of the teams behind this training | ||
on [email protected]. | ||
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@bhupatiraju this README seems identical to what's currently at the root of this repo. Did you mean to copy and modify?