Advanced Python Programming

Advanced Python Programming

4.8/5 – (943 votes)
Python is not only simple and easy to learn but also a powerful tool that helps programmers tackle complex real-world problems. If you’ve mastered the basics of Python and want to elevate your skills to build web applications, automation tools, data analysis solutions, or AI, then the “Advanced Python Programming” course at Master Learning Hub Academy is the perfect choice.

 

Tuition fee: Contact us

Introduction:

Python is not only simple and easy to learn but also a powerful tool that helps programmers tackle complex real-world problems. If you’ve mastered the basics of Python and want to elevate your skills to build web applications, automation tools, data analysis solutions, or AI, then the “Advanced Python Programming” course at Master Learning Hub Academy is the perfect choice.

The course focuses on in-depth programming mindset, code optimization, teamwork, and product deployment. You won’t just learn how to write efficient Python code—you’ll also gain insight into applying Python to real-world projects, from software development and performance optimization to deploying applications using Docker and APIs.

Course Objectives:

Target Audience:

Course Duration:

Course Materials:

Certification:

Course Outline:

Module 1: Basic OOP

• Review basic syntax and data structures.
• Classes, objects, and inheritance in object-oriented programming.
• Practice: Build an asset management class.
• Application: Write structured and maintainable code.

Module 2: Advanced OOP

• Polymorphism, encapsulation, and modularizing code.
• Practice: Employee management system with advanced features.
• Application: Create reusable code for large projects.

Module 3: Functional Programming

• Use Lambda, map(), filter() to efficiently process data.
• Practice: Handle data quickly with large lists.
• Application: Optimize code.

Module 4: Debugging and Testing

• Use the pdb library to find errors.
• Write basic unit tests to check code.
• Practice: Debug a complex script.
• Application: Quickly detect errors and ensure the program runs smoothly when functionality changes.

Module 5: Performance Optimization

• Profiling and debugging performance.
• Optimize loops and algorithms.
• Practice: Speed up a data processing script.
• Application: Ensure high performance for the application.

Module 6: Advanced File Management

• Handling large files, data backup.
• Optimizing file reading/writing.
• Practice: Automatic data backup tool.
• Application: Efficient file system management.

 

Module 7: Threads, Multithreading, and Multithreading Programming

• Concepts of threads, multithreading, and how they work.
• Practice: Apply multithreading in file management and employee management.
• Application: Improve performance for high-load systems, concurrently handling multiple operations.

Module 8: Working with APIs

• Sending RESTful requests, handling JSON data.
• Practice: Pull data from public APIs (e.g., weather, pricing).
• Application: Integrating systems with external data.

 

Module 9: Databases with Python

• Connecting and querying SQLite/PostgreSQL.
• Practice: Order management with a database.
• Application: Storing and managing business data.

Module 10: Data Analysis with Pandas

• Working with DataFrame: filtering, aggregating data.
• Visualizing data with Matplotlib.
• Practice: Create revenue reports from CSV files.
• Application: Analyze KPIs and support decision-making.

Module 11: Advanced Automation

• Web scraping with Selenium.
• Sending automated emails with Python.
• Practice: Market price tracking tool.
• Application: Automating business processes.

Module 12: Web Development with Flask

• Setting up Flask and creating a simple web application.
• Practice: Task management page with Flask.
• Application: Build a basic web application.

Module 13: Basic AI

• Introduction to AI and how to apply Python.
• Practice: Build a simple language learning AI assistant.
• Application: Apply basic AI in real-world scenarios.

Module 14: Project Management with Git

• Branching, merging, and team collaboration with Git.
• Practice: Manage a team code repository.
• Application: Efficient collaboration in real-world projects.

Module 15: Deployment with Docker

Containerizing applications with Docker.
• Practice: Package and deploy a web app.
• Application: Deploy products to production environments.

 

 

Module 16: Group Project - Part 1

• Design a business application (web app, automation tool, or dashboard).
• Assign tasks to the team and begin development.
• Application: Build a real-world solution.

Module 17: Group Project - Part 2

• Finalize the application, optimize and test.
• Prepare to present the project to the class.
• Course wrap-up.
• Application: Complete a fully functional product.

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