https://safjan.com/python-expertise-level-self-assessment/ Krystian Safjan's Blog Krystian Safjan's Blog Data Scientist | Researcher | Team Leader working at Ernst & Young and writing about Data Science and Visualization, on Machine Learning, Deep Learning and NLP. There are also some howto posts on tools and workflows. * * * * * Interview Book Cover Get for $2.99 * PDF, ePUB, mobi format ebook, no DRM * 50 questions and answers * Stories from real projects * 92 multiple choice quiz questions * 80 pages Home Articles Notes Categories Resume Atom RSS 2023-10-17 Share on: Twitter | Facebook | HackerNews | Reddit Python Expertise Level - Self-Assessment Sometimes you need to assess your own or candidate's level of expertise in Python programming. I have created some statements that roughly corresponds to the various level of expertise. Note that knowing programming language techniques contributes to expertise but does not make a great programmer automatically. Knowledge of algorithms and data structures, programming patterns, and software architectures are some other important factors - just to mention a few. Having that said I still find useful this simple classification of Python programmers into three categories: beginners, advanced, and experts. Beginners 1. Familiar with basic Python syntax and data types (strings, integers, lists, dictionaries). 2. Can write simple functions and use control flow statements (if, for, while). 3. Understands the concept of variables and variable scope. 4. Can use basic Python libraries like math and random. 5. Knows how to handle errors and exceptions using try/except blocks. 6. Can read from and write to files. 7. Understands the basics of object-oriented programming: classes, objects, methods. 8. Can use basic string and list methods for manipulation. 9. Knows how to use basic Python data structures like lists, tuples, and dictionaries. 10. Can write simple Python scripts to automate tasks. Advanced 1. Can use advanced Python libraries like numpy, pandas, matplotlib. 2. Understands and uses generators and decorators. 3. Can write complex functions and classes with multiple methods and attributes. 4. Understands and uses list comprehensions and lambda functions. 5. Can use regular expressions for pattern matching in strings. 6. Understands and uses context managers for resource management. 7. Can use advanced Python data structures like sets and frozensets. 8. Understands and uses Python's memory management and optimization techniques. 9. Can use Python's built-in functions like map(), filter(), reduce (). 10. Understands and uses Python's module and package system. Experts 1. Understands and uses metaclasses and descriptors. 2. Can write and understand asynchronous code using asyncio. 3. Understands and uses Python's concurrency and parallelism features. 4. Can use Python's C API to extend Python with C/C++ code. 5. Understands and uses Python's dynamic typing system to its full extent. 6. Can write and understand complex decorators and context managers. 7. Understands and uses Python's garbage collection system. 8. Proficient in Python's debugging and profiling, using tools like pdb for debugging and cProfile for profiling to optimize their code. 9. Have a deep understanding of Python's Global Interpreter Lock (GIL) and how it affects multithreaded programs. 10. Have a good understanding of Python's internals, such as bytecode, the Python interpreter's execution model, and how Python's data types are implemented at the C level. Tags: python programming interview job-interview skills You might enjoy * Problems with Langchain and how to minimize their impact * Create Self-Hosted Python Package Repository - General Guide * Lesser-known Python Package Repository Managers * Storing Private Python Packages with Local NAS and Lightweight Servers * Python Virtual Environments - Choosing Between Project-based and Centralized Approach Previous Post (c) 2023 Krystian Safjan - This work is licensed under a Creative Commons Attribution-ShareAlike Built with Pelican using Flex theme Creative Commons License