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data_essentials_stage_oct_2023's Introduction

Notes and projects source code from my "Data Essential" training at JEDHA

  • 2 weeks
  • jan 08 - jan 19
  • JEDHA web page of the Essential training

Main topics & projects

  • Data visualisation
    • Tableau
  • SQL
    • Introduction to SQL
      • Google Cloud, Google BigQuery
    • Advanced SQL
  • Python programming
    • Statistics
    • Seaborn, Pandas...
  • AB Testing
  • Machine Learning
    • Regression : Linear regression
    • Classification : Logistic regression, Decision tree, Random Forest
    • Performances measurements, features importance, monitoring
  • Final project

About the slides with my personal notes

  • I use these slides when I'm a TA at JEDHA. They can be useful if you attend the course and want to come back to a particular point.
  • The slides are at the root: 00_notes_de_stages.pptx
  • Sorry, you can't see them online with Github
    • You have to download them
    • After that, there's a bit of everything, and depending on whether you're in week 01 or 02, not everything will be useful.
    • If there are comments, there's a green icon in the top right-hand corner.
    • If there are animations, there's a red icon at top left, and of course you have to press SHIFT+F5 to see the slide.

About the templates of code (Jupyter notebook)

  • They are at the root
  • Most useful in week 02

About code snippets

  • See 06-code-snippets\code-snippets.ipynb
  • Can be useful for EDA projects in week 2

99-assets

  • These are mostly personal resources

98-project directories

  • This is the San Francisco project
    • Feel free to read the slides (*pptx) before to look at the code
    • Many many slides are hidden. Press F5 to run the presentation as it should
    • We used these slides during the formal presentation at the end of the training
    • I used these slides and some technical information for the validation of Block 6 (RNCP 35288)

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