Expert Level 12 Ages 17–40 Online 48 hr Certificate
Advanced Python for Data Science and Machine Learning
This advanced Python course covers advanced topics of Python required to learn Data Science and Machine Learning. In this course, learners will learn about decorators, metaclasses…
This advanced Python course covers advanced topics of Python required to learn Data Science and Machine Learning. In this course, learners will learn about decorators, metaclasses, and other advanced programming techniques. You'll also explore concurrency, object-oriented programming concepts, functional programming, and design patterns. The course also includes testing strategies, database interaction, web development, and best practices for writing clean and efficient Python code.
What you'll learn
- Decorators and Metaprogramming
- Metaclasses
- Concurrency and Parallelism
- Threading and multiprocessing.
- Asynchronous programming with async/await.in python
- Global Interpreter Lock
- Advanced OOP Concepts
- Multiple inheritance
- Method resolution order (MRO)
- Abstract base classes (ABCs)
- Mixins and composition
- Higher-order functions
- Lambda functions and closures
- Map, filter, and reduce
- Database Interaction(Object-Relational Mapping (ORM) with libraries like SQLAlchemy, MongoDB)
Prerequisites
- Concept of Advanced Python course
- Good knowledge of Object Oriented programming system
- Multiple inheritance
Skills you'll build
Additional projectsAdvanced programming techniquesConceptual skill Testing Strategies
