Python is a language that doesn’t need you to say what type of data you’re using. This makes the code shorter and more flexible. It checks the types of values while running the code and tells you if there are any errors.
- Python is a popular and widely-used programming language with a simple and readable syntax.
- Many Linux and Windows computers come with Python pre-installed, making it easy to get started.
- Python has a vast collection of libraries and packages available through the Python Package Index.
- Python documentation provides comprehensive tutorials and reference materials for both beginners and experienced programmers.
- Python is a strongly typed, dynamically and implicitly typed, case-sensitive, and object-oriented programming language.
Here are 50 must-know Python interview questions, along with brief explanations, to help you succeed in Python-related job interviews. These questions range from beginner to intermediate level and cover key topics such as syntax, data structures, OOP, and commonly used libraries.
1. What are the key features of Python?
- High-level language, interpreted, dynamically typed, object-oriented, and supports multiple paradigms.
2. How is Python interpreted?
- Python code is compiled to bytecode, then interpreted by the Python Virtual Machine (PVM).
3. What is PEP 8 and why is it important?
- PEP 8 is the Python style guide that standardizes code formatting to improve readability and consistency.
4. What are Python literals?
- Fixed values in Python, such as strings, numbers, booleans, and special literals like
None
.
5. Explain Python’s memory management.
- Python uses garbage collection with reference counting and a cyclic garbage collector to manage memory.
6. Differentiate between lists and tuples.
- Lists are mutable and defined with
[]
, whereas tuples are immutable and defined with()
.
7. What is a dictionary in Python?
- An unordered, mutable data type storing key-value pairs, defined with
{}
.
8. What is list comprehension?
- A concise way to create lists in a single line:
[expression for item in iterable]
.
9. What are lambda functions?
- Anonymous functions defined with
lambda
for simple operations, typically single-line.
10. What is the difference between ==
and is
?
==
checks for equality in value, whileis
checks for identity (same object in memory).
11. What is slicing in Python?
- Accessing parts of sequences (lists, strings, etc.) using
[start:stop:step]
.
12. How does Python handle multithreading?
- Python uses the Global Interpreter Lock (GIL), which limits execution to one thread at a time per process.
13. What are Python decorators?
- Functions that modify other functions or methods, adding behavior using
@decorator
.
14. What is the __init__
method?
- A special constructor method in Python classes, initializing new object instances.
15. What is the self
keyword?
- A reference to the instance of the class, used to access instance variables and methods.
16. What are modules and packages in Python?
- A module is a file with Python definitions; a package is a directory of modules.
17. Explain exception handling in Python.
- Use
try
,except
,else
, andfinally
blocks to handle and manage errors.
18. How does the with
statement work in Python?
- Manages resources, ensuring they are released, commonly used with file handling.
19. What is a generator?
- Functions that yield items instead of returning them, used for memory-efficient iteration.
20. Explain the difference between yield
and return
.
yield
returns a generator, pausing the function;return
exits the function and sends back a value.
21. What is a shallow copy vs. deep copy?
- Shallow copy copies only references; deep copy duplicates everything recursively.
22. What are Python’s built-in data types?
int
,float
,str
,bool
,list
,tuple
,set
,dict
, andNoneType
.
23. How do you manage a large number of imports?
- Use aliasing and selective imports for better organization.
24. How do you read and write files in Python?
- Use
open()
with modes liker
,w
, anda
for read, write, and append operations.
25. Explain the *args
and **kwargs
in Python functions.
*args
captures variable positional arguments;**kwargs
captures variable keyword arguments.
26. What are the scope and lifetime of variables?
- Variables have local, enclosing, global, and built-in scopes, each with specific lifetimes.
27. Explain map()
, filter()
, and reduce()
.
map()
applies a function to all items,filter()
selects items, andreduce()
accumulates values.
28. What is the purpose of __name__ == "__main__"
?
- Checks if the script is being run directly, not imported, to conditionally execute code.
29. What is a Python iterator?
- An object with
__iter__()
and__next__()
methods, used to iterate over elements.
30. What are f-strings in Python?
- Formatted string literals prefixed with
f
, allowing inline expressions:f"{variable}"
.
31. How can you merge two dictionaries?
- Use
{**dict1, **dict2}
in Python 3.5+ ordict1.update(dict2)
.
32. What is type hinting?
- A way to indicate variable and function argument types, enhancing readability and maintenance.
33. Explain Python’s asyncio
library.
- Provides asynchronous I/O, enabling concurrent tasks without multithreading.
34. What are Python magic methods?
- Special methods prefixed with double underscores, e.g.,
__init__
,__str__
,__len__
, used to implement operator overloading and more.
35. How does inheritance work in Python?
- Python supports single and multiple inheritance; a class can inherit attributes and methods from parent classes.
36. What are abstract classes?
- Classes that cannot be instantiated, containing abstract methods that must be implemented by subclasses.
37. What is the difference between del
, remove()
, and pop()
?
del
deletes by index or slice,remove()
deletes by value, andpop()
removes and returns an element by index.
38. Explain the difference between @staticmethod
and @classmethod
.
@staticmethod
doesn’t access the class or instance,@classmethod
passes the class reference as the first argument.
39. What is Monkey Patching in Python?
- Changing a module or class behavior dynamically during runtime.
40. What is the difference between str()
and repr()
?
str()
provides a readable format,repr()
provides an unambiguous representation for debugging.
41. What is duck typing in Python?
- A concept where the object’s suitability is determined by methods and properties, not its class type.
42. How does __getitem__
work in Python?
- A magic method that allows objects to use
obj[key]
syntax to retrieve items.
43. How do you handle missing keys in a dictionary?
- Use
dict.get(key, default)
ordefaultdict
fromcollections
.
44. What is the __call__
method?
- Makes an instance callable like a function by implementing
__call__()
.
45. How can you randomize elements in a list?
- Use
random.shuffle()
for in-place shuffling orrandom.sample()
for a new shuffled list.
46. What are Python data classes?
- A way to create classes primarily for storing data, defined with
@dataclass
decorator.
47. What are frozen sets?
- Immutable sets created with
frozenset()
, which cannot be changed after creation.
48. What are namedtuples
in Python?
- Immutable and lightweight data structures that allow attribute access by names.
49. Explain pip
in Python.
- Python’s package manager for installing and managing libraries and dependencies.
50. What is virtual environment in Python?
- Isolated Python environments that help manage dependencies for projects without affecting global installations.
These questions and concepts will provide a solid foundation in Python fundamentals, data structures, OOP, and advanced features, which are often the focus of interviews.