Zomalex | Data and AI Training
Python Advanced Course
Who should attend
People who want to improve their Python skills especially using Python for data analysis and visualisation and AI
Learning Objectives
You will learn how to use Python to analyse and visualise data, using the numpy, pandas, seaborn and matplotlib packages. You also learn the how to use the functional programming style. Finally you will learn how to create, manage and share your code in GitHub repositories.
Course Content
Use Python with GitHub Codespaces and VSCode
- Use GitHub Codespaces create and manage a repository (a set of Python and other files)
- Use VSCode (a very popular editor) to edit and run Python notebooks and (.py) scripts
Data Analysis and Visualisation
- Manipulate numerical data with the numpy package.
- Clean, tidy and analyse data with the pandas package.
- Visualise data with seaborn and matplotlib packages.
Functional Programming in Python
- what is Functional Programming and when is it useful?
- lambda functions
- the map function.
- the filter function.
Optional topics
What is OOP and when is it useful?
- Classes
- Instance variables
- Instance Methods
- Properties – getters and setters
- Class methods
Course Length
Either 1 day (short course) or preferably 2 days (full course)
Pre-requisites
Completion of both the Python foundation and intermediate courses.
Snapshots from the course exercises
Python development in GitHub Codespaces