Python Skill Overview

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    Category: Technical > Programming languages

Description

Python is a versatile, high-level programming language known for its readability and simplicity. It offers various features such as data structures, object-oriented programming, and a vast range of libraries, making it suitable for many types of projects. Beginners can grasp Python's syntax and semantics quickly, while advanced users can leverage its powerful libraries like numpy or pandas for complex tasks. Python also supports automation scripts, multithreading, and multiprocessing. Expert users can delve into Python's internals, write extensions in C, and use advanced concurrency models. Overall, Python provides a comprehensive set of tools for both simple scripting and sophisticated software development.

Stack

Python,

Expected Behaviors

  • Fundamental Awareness

    At this level, individuals are expected to have a basic understanding of Python syntax and semantics. They should be familiar with data types, control flow structures such as if, for, and while statements, and be able to write simple functions. They should also have a basic understanding of error handling using try and except blocks.

  • Novice

    Novices should be able to use basic Python libraries like math and datetime, understand file I/O operations, and perform basic string manipulations. They should be capable of writing recursive functions and have an understanding of Python's object-oriented programming features.

  • Intermediate

    Intermediate users should be proficient in using standard Python libraries like collections and itertools, understand advanced data structures like sets and dictionaries, and be able to write complex functions and classes. They should know list comprehensions, generator expressions, decorators, and context managers.

  • Advanced

    Advanced users should be proficient in using third-party Python libraries like numpy and pandas, understand multithreading and multiprocessing, and be able to write Python scripts for automation tasks. They should have knowledge of regular expressions and understand Python's memory management and optimization techniques.

  • Expert

    Experts should be proficient in using advanced Python libraries like tensorflow and scikit-learn, understand metaclasses and Python's object model, and be able to write Python extensions in C. They should have knowledge of Python's internals like bytecode and interpreter, and understand advanced concurrency models like asyncio and greenlets.

Micro Skills

Knowledge of Python's indentation rules

Understanding of Python's variable declaration and assignment

Familiarity with Python's operator precedence

Ability to use Python's basic data types (int, float, str, bool)

Understanding of Python's import statement

Understanding of Python's numeric types (int, float, complex)

Ability to use Python's sequence types (list, tuple, range)

Familiarity with Python's string type and its methods

Understanding of Python's mutable and immutable data types

Ability to write if statements

Understanding of for loops and the range function

Ability to write while loops

Familiarity with break and continue statements

Understanding of else clauses on loops

Understanding of function definition and call

Ability to return values from functions

Familiarity with function arguments and parameters

Understanding of local and global variables in functions

Ability to use default argument and keyword arguments in functions

Understanding of Python's exception hierarchy

Ability to write try/except blocks

Familiarity with the raise statement

Understanding of the else clause in try/except blocks

Ability to use the finally clause in try/except blocks

Understanding of importing libraries

Knowledge of using math functions (sqrt, pow, trigonometric functions)

Understanding of using datetime functions (date, time, timedelta)

Knowledge of opening and closing files

Ability to read from and write to files

Understanding of different file modes (read, write, append)

Understanding of string concatenation

Ability to use string methods (split, join, replace)

Knowledge of string formatting

Understanding of recursion concept

Ability to implement a base case in recursion

Knowledge of handling recursive data structures

Knowledge of defining classes and creating objects

Understanding of encapsulation (private and public members)

Ability to use inheritance and polymorphism

Ability to use Counter for counting hashable objects

Understanding of defaultdict for dictionary with default value

Ability to use OrderedDict for dictionary that remembers insertion order

Understanding of set creation and manipulation

Understanding of frozen sets

Ability to write dictionary comprehensions

Understanding of nested dictionary comprehensions

Understanding of class definition and instantiation

Understanding of class properties

Understanding of list comprehension syntax

Understanding of nested list comprehensions

Understanding of decorator syntax

Understanding of built-in decorators

Knowledge of creating and manipulating numpy arrays

Understanding of numpy's mathematical functions

Understanding of creating and manipulating pandas dataframes

Knowledge of pandas series

Understanding of handling missing data

Knowledge of data transformation

Knowledge of basic plotting functions

Understanding of advanced plotting features

Understanding of scipy's statistical functions

Knowledge of scipy's optimization functions

Knowledge of tensor operations

Understanding of computational graphs

Understanding of neural network architecture

Knowledge of training algorithms

Knowledge of DataFrame operations

Understanding of data cleaning techniques

Understanding of machine learning algorithms

Knowledge of feature engineering techniques

Tech Experts

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StackFactor Team
We pride ourselves on utilizing a team of seasoned experts who diligently curate roles, skills, and learning paths by harnessing the power of artificial intelligence and conducting extensive research. Our cutting-edge approach ensures that we not only identify the most relevant opportunities for growth and development but also tailor them to the unique needs and aspirations of each individual. This synergy between human expertise and advanced technology allows us to deliver an exceptional, personalized experience that empowers everybody to thrive in their professional journeys.
  • Expert
    3 years work experience
  • Achievement Ownership
    Yes
  • Micro-skills
    70
  • Roles requiring skill
    52
  • Customizable
    Yes
  • Last Update
    Fri May 31 2024
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