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
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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