Python Skills
Core Python Skills
- Understanding of Python Syntax and Semantics
- Data Types, Variables, and Operators
- Control Flow (Loops, Conditionals)
- Functions and Modules
- Exception Handling
- File I/O Operations
- List Comprehensions and Generator Expressions
- Working with Libraries and Virtual Environments
Python 3.x
- New Syntax Features (e.g., f-strings, type hints)
- Asyncio for Asynchronous Programming
- Data Classes and Named Tuples
- Enhanced Dictionary Comprehensions
- New Standard Library Modules (e.g., pathlib, statistics)
- Improved Performance and Memory Management
- Context Managers and Async Context Managers
- Pattern Matching (Python 3.10+)
Python Web Development
- Flask Framework for Lightweight Applications
- Django Framework for Full-Featured Web Apps
- RESTful API Development with Flask-RESTful
- Template Engines (e.g., Jinja2, Django Templates)
- ORM (Object-Relational Mapping) with SQLAlchemy and Django ORM
- Understanding of MVC Architecture
- Session Management and Authentication
- Deployment and Hosting (e.g., Heroku, AWS)
Data Science and Machine Learning
- Data Manipulation with Pandas
- Numerical Computation with NumPy
- Data Visualization with Matplotlib and Seaborn
- Machine Learning with Scikit-Learn
- Deep Learning with TensorFlow and PyTorch
- Statistical Analysis and Hypothesis Testing
- Model Evaluation and Hyperparameter Tuning
- Deployment of Machine Learning Models
Python Libraries and Tools
- Requests for HTTP Requests
- BeautifulSoup and Scrapy for Web Scraping
- SQLAlchemy for Database Interaction
- Celery for Asynchronous Task Management
- Pygame for Game Development
- Pytest for Testing
- Jupyter Notebooks for Interactive Coding
- Docker for Containerization
Testing
- Unit Testing with Pytest
- Mocking with unittest.mock
- Integration Testing
- Behavior-Driven Development (BDD) with Behave
- Test Coverage with Coverage.py
- Continuous Integration (CI) Tools (e.g., Travis CI, GitHub Actions)
- Test-Driven Development (TDD) Practices
- Static Code Analysis Tools (e.g., pylint, flake8)