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Advanced Python Programming and Application Development Yr 12

Advanced Python Programming and Application Development Yr 12

By admin Categories: Coding
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About Course

Course Overview: Welcome to the Advanced Python Programming course! This course is designed to take your Python skills to the next level and equip you with the expertise needed to develop sophisticated applications, solve complex problems, and prepare you for higher-level coding challenges. From advanced algorithms to practical software development, this course will help you become a proficient Python developer.

What Will You Learn?

  • By the end of this Year 12 Python programming course, you'll have a solid foundation in advanced algorithms, software design, web development, data science, and machine learning. You'll be well-prepared to build sophisticated applications, optimize performance, and explore emerging technologies, positioning yourself as an advanced Python developer ready for both academia and industry.

Course Content

Lesson 1: Advanced Sorting Algorithms
o Study algorithms like quicksort, mergesort, and their applications.

Lesson 2: Greedy Algorithms
o Learn about greedy algorithms and their use in solving optimization problems.

Lesson 3: Advanced Search Algorithms
o Explore algorithms like binary search, interpolation search, and more.

Lesson 4: Design Principles and Patterns
o Understand SOLID principles, design patterns, and their application.

Lesson 5: Architectural Styles
o Explore architectural patterns like MVC, microservices, and more.

Lesson 6: Full-Stack Web Development
o Dive into building dynamic web applications using Flask and front-end technologies.

Lesson 7: Relational Databases and SQL
o Learn advanced SQL queries, database normalization, and transactions.

Lesson 8: Exploratory Data Analysis and Visualization
o Use libraries like Matplotlib and Seaborn to visualize data.

Lesson 9: Machine Learning Models
o Study regression, classification, clustering, and neural networks.

Lesson 10: Python Internals and Performance Optimization
o Understand Python's memory management, profiling, and optimization techniques.

Lesson 11: Testing and Test-Driven Development
o Learn unit testing, mocking, and TDD principles.

Lesson 12: Building Scalable Applications
o Explore techniques for scaling applications and handling high traffic.

Lesson 13: Emerging Technologies and Trends
o Delve into AI, cloud computing, and the future of Python development.

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