Course Overview
Building on the basic course, we will cover more advanced topics and use the special features in Python programming.
Moyens d'évaluation :
- Quiz pré-formation de vérification des connaissances (si applicable)
- Évaluations formatives pendant la formation, à travers les travaux pratiques réalisés sur les labs à l’issue de chaque module, QCM, mises en situation…
- Complétion par chaque participant d’un questionnaire et/ou questionnaire de positionnement en amont et à l’issue de la formation pour validation de l’acquisition des compétences
Who should attend
Entry-level Python developers who want to deepen their knowledge and skills and Python developers who want to make the step from script to application.
Prerequisites
Previous course Entry into Programming with Python (PYTHON01) or Python for Software Developers (PYTHON02) or equivalent knowledge
Course Objectives
After this course you will be able to use Python in a deeper and more efficient way to develop more complex scripts or whole applications.
Course Content
1. Organizing and Structuring Projects in Python
- Virtual Python environment
- Version management
2. Modularisation
- Global modules
- Local modules
- Packages
- Importlib
3. Iterators
- Comprehension
- Chained lists
- Generators
4. Object-Oriented Programming in Python
- Classes and objects
- Access to attributes
- Inheritance
5. Naming Conventions and Best Practices
6. System Functions
- The modules os, sys, psutil
- Standard input and output
- Working with files
7. Working with Third-Party Packages
- Numpy
- Matplotlib
- Pandas
- Scipy
- etc.
8. Testing and Tuning
- Automated testing
- Logging
- Performance Analysis
- Optimization
9. Simple Web Applications with Python
- Django
10. Outlook Machine Learning with Python
11. Outlook Network Programming with Python
12. Python Hosting
- Program Distribution
- Python in SQL Server
- Python in Power BI
Moyens Pédagogiques :