Python: Programming Efficiently
Offered By: LinkedIn Learning
Course Description
Overview
Cut down on development time by writing Python code in an efficient manner. Learn about helpful third-party packages, strategies for improving code performance, and more.
Syllabus
Introduction
- Programming efficiently with Python
- Base knowledge
- Install the Anaconda Python distribution on macOS X
- Install the Anaconda Python distribution on Windows
- Work with Jupyter Notebooks
- Writing Python efficiently
- Python vs. C
- Design efficient loops
- Comprehensions and generators
- Exploit Python collections
- Write Pythonic code
- Challenge: Analyze Olympic medalist data
- Solution: Analyze Olympic medalist data
- Choose the best libraries for your task
- Download webpages with requests
- Manipulate images with Pillow
- Parse HTML with Beautiful Soup
- Make movies with Matplotlib
- Serve webpages with Flask
- Challenge: Image-editing application
- Solution: Image-editing application
- Object-oriented and functional Python
- Divide and conquer with Python classes
- Exploit class inheritance
- Functional techniques in Python
- Function decorators
- Challenge: Bale of turtles
- Solution: Bale of turtles
- Computer architecture and optimization techniques
- Time profiling
- Memory profiling
- Algorithm complexity
- Introduction to parallel programming
- Challenge: Inverted index
- Solution: Inverted index
- Keep taking advantage of Python
Taught by
Michele Vallisneri
Related Courses
Математика и Python для анализа данныхMoscow Institute of Physics and Technology via Coursera Introduction to Python for Data Science
Microsoft via edX Python for Data Science
University of California, San Diego via edX Get Data Off the Ground with Python
George Washington University via Independent 用 Python 做商管程式設計(三)(Programming for Business Computing in Python (3))
National Taiwan University via Coursera