https://github.com/amitkaps/art-data-science

The Art of Data Science
https://github.com/amitkaps/art-data-science

data-analysis data-science data-visualisation problem-solving workshop-materials

Last synced: about 2 months ago
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The Art of Data Science

• Host: GitHub
• URL: https://github.com/amitkaps/art-data-science
• Owner: amitkaps
• License: mit
• Created: 2017-01-16T03:20:49.000Z (almost 8 years ago)
• Default Branch: master
• Last Pushed: 2019-06-18T02:48:47.000Z (over 5 years ago)
• Last Synced: 2024-04-15T00:35:56.500Z (8 months ago)
• Topics: data-analysis, data-science, data-visualisation, problem-solving, workshop-materials
• Language: HTML
• Size: 51.6 MB
• Stars: 34
• Watchers: 6
• Forks: 29
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
# The Art of Data Science

- [Curriculum](curriculum.md) - The scope of the workshop.

- [Installation](/installation) - To get yourself ready for the workshop.

- [Pre-requisites](pre-requisites.md) - To get yourself ready for the workshop.

- [Schedule](schedule.md) - The broad schedule for the workshop

- [Overview](overview.md) - The overview presentation for the workshop.

- [Intro to Art of Data Science](/notebook/Intro-Art-of-Data-Science.ipynb) - The overall introduction to the workshop.

- [Intro to Data Structures in Python](/notebook/Intro-Python.ipynb) - Get started with Python.

- [Intro to Data Structures in R](/notebook/intro-to-r.ipynb) - Get started with R.

- [Intro to Visualisation in R](/notebook/intro-viz.ipynb) - Visualisation with R.

Case Studies

- [Case #1 - Peeling the Onion](/notebook/onion) - Price & Quantity of Onion across in India.

    - Frame the Problem - [Python](/notebook/onion/1-Frame.ipynb) or  [R](/notebook/onion/1-Frame-R.ipynb)

    - Acquire the Data - [Python](/notebook/onion/2-Acquire.ipynb) or [R](/notebook/onion/2-Acquire.ipynb)

    - Refine the Data - [Python](/notebook/onion/3-Refine.ipynb) or [R](/onion/3-Refine-R.ipynb)

    - Transform the Data - [Python](/notebook/onion/4-Transform.ipynb) or [R](/onion/3-Refine-R.ipynb)

    - Explore the Data - [Python](/notebook/onion/5-Explore.ipynb) or [R](/onion/5-Explore-R.ipynb)

    - Model the Solution - [Python](/notebook/onion/6-Model.ipynb) or [R](/onion/6-Model-R.ipynb)

    - Insight Communication - [Python](/notebook/onion/7-Insight.ipynb) or  [R](/onion/7-Insight-R.ipynb)

- [Case #2 - Kitna Deti Hain - Cars](/cars/Movies.ipynb) - Finding the star pairing in popular movies.

- [Case #3 - Stars in Movies](/movies/Movies.ipynb) - Finding the star pairing in popular movies.

- [Case #4 - Shining Diamonds](/diamonds/Diamonds.ipynb) - Price of Diamonds based on 4Cs (Carat, Colour, Cut and Clarity)

- [Case #5 - Wine Selection](/wine/Wine.ipynb) - Selecting a good Red Wine to drink

[Practice Exercises](/exercise.md)