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Data: From Zero to Hero

A special 3-session workshop hosted by Sotiris that will teach you the essentials of programming and working with data.

Prerequisites

Python

You should have a recent python installed in your computer and know how to open a terminal and execute a python script/command, e.g. python -c "print('Hello')". A good choice could be Python 3.10

Good to Have: Text Editor

It will make your life easier if you have a text editor that supports syntax highlighting. A good choice could be geany.

Session 1: Computers and Code

  • Read and write python code
  • Use libraries and read documentation
  • Execute simple array indexing operations
  • Familiarize with NumPy

Session 2: Data and their Properties

  • Read/Write/Massage a dataset in python using pandas
  • Understand basic statistical measures
  • Produce plots that demonstrate statistical properties using Seaborn

Session 3: Modelling

  • Understand basic concepts of mathematical modelling
  • Pick the right features/objective/architecture for different problems
  • Model some problems and explain the model's properties

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