Basic Python Interview Questions:
- What is Python?
- What are the key features of Python?
- How is Python different from other programming languages?
- Explain the difference between Python 2 and Python 3.
- What is PEP 8, and why is it important?
- How do you comment in Python?
- Explain Python’s indentation.
- What are variables in Python?
- How do you declare and initialize a variable in Python?
- What are the basic data types in Python?
- How do you perform string concatenation in Python?
- How do you take user input in Python?
- Explain Python’s print function.
- What are Python keywords?
- How do you check the data type of a variable in Python?
- What is type conversion in Python?
- Explain Python’s arithmetic operators.
- How do you write a conditional statement in Python?
- What is a for loop, and how does it work in Python?
- What is a while loop in Python?
- How do you break out of a loop in Python?
- What is a function in Python?
- How do you define a function in Python?
- What is a docstring in Python?
- How do you call a function in Python?
- Explain Python’s scope of variables.
- What is a module in Python?
- How do you import a module in Python?
- Explain the difference between local and global variables.
- What is the purpose of the
if __name__ == "__main__":
statement? - How do you handle exceptions in Python?
- What is a traceback in Python?
- What is a list in Python?
- How do you add elements to a list?
- How do you access elements in a list?
- Explain list slicing in Python.
- What are tuples in Python?
- How are tuples different from lists?
- What are dictionaries in Python?
- How do you add and retrieve values from a dictionary?
- What is a set in Python?
- Explain the difference between a set and a list.
- What is a frozen set?
- How do you add and remove elements from a set?
- What is a Boolean in Python?
- Explain logical operators in Python.
- How do you define and call a custom exception in Python?
- What is a lambda function in Python?
- Explain list comprehensions in Python.
- What is a generator in Python?
Intermediate Python Interview Questions:
- What is object-oriented programming (OOP) in Python?
- Explain the concepts of classes and objects.
- What is inheritance in Python?
- How do you create a subclass in Python?
- What is method overriding?
- Explain encapsulation in Python.
- What is polymorphism in Python?
- How do you achieve polymorphism in Python?
- What are decorators in Python?
- How do you use decorators to modify a function’s behavior?
- Explain the purpose of the
@staticmethod
decorator. - What is a generator in Python, and how does it differ from a function?
- How do you create a generator function?
- What is the purpose of the
yield
keyword? - Explain the Global Interpreter Lock (GIL) in Python.
- What are context managers in Python?
- How do you create a context manager using a class?
- What is a contextlib and when is it used?
- What is the purpose of the
with
statement in Python? - Explain the concept of garbage collection in Python.
- What is a memory leak, and how can you avoid it in Python?
- How does Python manage memory for variables?
- What is the purpose of the
__init__
method in Python classes? - What are magic methods (dunder methods) in Python?
- Give examples of magic methods used in Python.
- Explain the difference between shallow copy and deep copy in Python.
- How do you handle file I/O in Python?
- What are context managers for file operations?
- How do you read and write binary files in Python?
- What is a regular expression in Python?
- How do you use regular expressions for pattern matching?
- Explain the Global Interpreter Lock (GIL) in Python and its impact on multi-threading.
- What is the
threading
module in Python? - How do you create and manage threads in Python?
- What is multiprocessing, and how is it different from multithreading?
- How do you create and manage processes using the
multiprocessing
module? - What is a coroutine in Python?
- How do you create and manage coroutines using
asyncio
? - Explain the purpose of the
async
andawait
keywords in Python. - What are Python closures, and how do they work?
- Explain the purpose of the
nonlocal
keyword in Python. - How do you create and use metaclasses in Python?
- What is duck typing in Python?
- How do you implement an interface in Python?
- What is monkey patching, and why should it be used with caution?
- How do you profile Python code for performance optimization?
- Explain the Global Interpreter Lock (GIL) in Python and its impact on multi-threading.
- What are Python decorators, and how do they work?
- How do you create a custom context manager in Python?
- What is the purpose of the
__str__
and__repr__
methods in Python?
Advanced Python Interview Questions:
- What is metaprogramming in Python?
- How do you create a metaclass in Python?
- Explain the purpose of abstract base classes (ABCs) in Python.
- What is multiple inheritance in Python, and how is it resolved?
- How does Python handle memory management and garbage collection?
- What is the Global Interpreter Lock (GIL), and how does it affect Python’s performance?
- Explain the concept of method resolution order (MRO) in Python.
- What is the purpose of the
functools
module in Python? - How do you implement lazy loading using Python’s properties?
- What is the difference between shallow and deep copy in Python?
- Explain the use of metaclasses in Python and provide an example.
- What is the Global Interpreter Lock (GIL), and how can you work around it for multi-threading?
- How does Python’s memory management work, and what are memory leaks?
- What is the GIL (Global Interpreter Lock) in Python, and how does it impact multithreading?
- Explain the purpose of the
multiprocessing
module in Python. - How do you create and manage parallel processes in Python?
- What is a Python descriptor, and how do you use it?
- Explain the use of context managers in Python and provide an example.
- How does Python’s garbage collection work, and what are circular references?
- What is the purpose of the
ctypes
module in Python? - How do you work with C libraries using Python’s
ctypes
module? - Explain the concept of metaclasses and provide a practical use case.
- What is the purpose of the
abc
module in Python? - How do you create an abstract base class in Python?
- Explain the purpose of Python’s Global Interpreter Lock (GIL) and its impact on multi-threading.
- How can you write a Python extension module in C?
- Explain the differences between Python 2 and Python 3 regarding Unicode and strings.
- What is the purpose of the
concurrent.futures
module in Python? - How do you use the
concurrent.futures
module for parallelism in Python? - Explain the concepts of futures and promises in Python concurrency.
- What is the purpose of the
asyncio
library in Python, and how does it support asynchronous programming? - How do you use asyncio to create asynchronous code in Python?
- Explain Python’s Global Interpreter Lock (GIL) and its impact on multi-core processors.
- How can you use the
multiprocessing
module to achieve parallelism in Python? - What is the purpose of the
__slots__
attribute in Python classes? - How do you use the
__slots__
attribute to optimize memory usage? - Explain the use of metaclasses in Python, and provide an example.
- What is monkey patching, and why is it generally discouraged in Python?
- How do you use Python’s
enum
module to define enumerations? - What is the purpose of the
functools
module in Python, and how can it be used for functional programming? - Explain how Python handles memory management and garbage collection.
- What is the purpose of the
mmap
module in Python, and how can it be used for memory-mapped files? - How do you implement custom exceptions in Python, and when is it appropriate to do so?
- What is the purpose of the
yield
keyword in Python, and how does it relate to generators? - How do you implement a custom iterator in Python?
- Explain the use of the
yield from
syntax in Python generators. - What is the purpose of Python’s
collections
module, and provide examples of some useful classes from it. - How do you work with metaclasses in Python, and what are some practical use cases?
- Explain the concept of method resolution order (MRO) in Python, especially in multiple inheritance scenarios.
- What are metaclasses in Python, and how can they be used to customize class creation?