Python Data Science Jobs & Interviews
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Your go-to hub for Python and Data Scienceโ€”featuring questions, answers, quizzes, and interview tips to sharpen your skills and boost your career in the data-driven world.

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๐Ÿง  What is a Generator in Python?
A generator is a special type of iterator that produces values lazilyโ€”one at a time, and only when neededโ€”without storing them all in memory.

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โ“ How do you create a generator?
โœ… Correct answer:
Option 1: Use the yield keyword inside a function.

๐Ÿ”ฅ Simple example:

def countdown(n):
while n > 0:
yield n
n -= 1


When you call this function:

gen = countdown(3)
print(next(gen)) # 3
print(next(gen)) # 2
print(next(gen)) # 1


Each time you call next(), the function resumes from where it left off, runs until it hits yield, returns a value, and pauses again.

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โ›” Why are the other options incorrect?

- Option 2 (class with __iter__ and __next__):
It works, but itโ€™s more complex. Using yield is simpler and more Pythonic.

- Options 3 & 4 (for or while loops):
Loops are not generators themselves. They just iterate over iterables.

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๐Ÿ’ก Pro Tip:
Generators are perfect when working with large or infinite datasets. Theyโ€™re memory-efficient, fast, and clean to write.

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๐Ÿ“Œ #Python #Generator #yield #AdvancedPython #PythonTips #Coding


๐Ÿ”By: https://t.iss.one/DataScienceQ
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๐ŸŽฏ Python Quick Quiz โ€“ OOP Edition
๐Ÿ’ก _What is the primary use of the __init__ method in a Python class?_

๐Ÿ”˜ Option 1: Initializing class attributes โœ…
๐Ÿ”˜ Option 2: Defining class methods
๐Ÿ”˜ Option 3: Inheriting from a superclass
๐Ÿ”˜ Option 4: Handling exceptions

๐Ÿง  Correct Answer: Option 1
๐Ÿ“Œ The init method is a special method used to initialize the objectโ€™s attributes when a class is instantiated. It's like a constructor in other programming languages.
class Person:
def __init__(self, name, age):
self.name = name
self.age = age

john = Person("John", 25)
print(john.name) # Output: John


#PythonTips #OOP #PythonQuiz #CodingCommunity

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๐Ÿ”„ How to define a class variable shared among all instances of a class in Python?

In Python, if you want to define a variable that is shared across all instances of a class, you should define it outside of any method but inside the class โ€” this is called a class variable.

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โœ… Correct answer to the question:

> How would you define a class variable that is shared among all instances of a class in Python?

๐ŸŸข Option 2: Outside of any method at the class level

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๐Ÿ” Letโ€™s review the other options:

๐Ÿ”ด Option 1: Inside the constructor method using self
This creates an instance variable, specific to each object, not shared.

๐Ÿ”ด Option 3: As a local variable inside a method
Local variables are temporary and only exist inside the method scope.

๐Ÿ”ด Option 4: As a global variable outside the class
Global variables are shared across the entire program, not specific to class instances.

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๐Ÿš— Simple Example: Class Variable in Action

class Car:
wheels = 4 # โœ… class variable, shared across all instances

def __init__(self, brand, color):
self.brand = brand # instance variable
self.color = color # instance variable

car1 = Car("Toyota", "Red")
car2 = Car("BMW", "Blue")

print(Car.wheels) # Output: 4
print(car1.wheels) # Output: 4
print(car2.wheels) # Output: 4

Car.wheels = 6 # changing the class variable

print(car1.wheels) # Output: 6
print(car2.wheels) # Output: 6


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๐Ÿ’ก Key Takeaways:
- self. creates instance variables โ†’ unique to each object.
- Class-level variables (outside methods) are shared across all instances.
- Perfect for shared attributes like constants, counters, or shared settings.



#Python #OOP #ProgrammingTips #PythonLearning #CodeNewbie #LearnToCode #ClassVariables #PythonBasics #CleanCode #CodingCommunity #ObjectOrientedProgramming

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๐Ÿš€ How to Call a Parent Class Method from a Child Class in Python?

Let's dive in and answer this popular interview-style question! ๐Ÿ‘จโ€๐Ÿ’ป๐Ÿ‘ฉโ€๐Ÿ’ป

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๐Ÿ”ฅ Question:
How can you call a method of the parent class from within a method of a child class?

---

โœ… Correct Answer:
Option 1: Using the super() function

๐Ÿ‘‰ Why?
- In Python, super() is the standard way to access methods and properties of a parent class from inside a child class.
- It's clean, elegant, and also supports multiple inheritance properly.

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โœ… Quick Example:

class Parent:
def greet(self):
print("Hello from Parent!")

class Child(Parent):
def greet(self):
print("Hello from Child!")
super().greet() # Calling parent class method

# Create an instance
child = Child()
child.greet()


๐Ÿ›  Output:
Hello from Child!
Hello from Parent!


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๐Ÿ”ฅ Let's Review Other Options:
- Option 2: Directly calling parent method (like Parent.greet(self)) is possible but not recommended. It tightly couples the child to a specific parent class name.
- Option 3: Creating an instance of the parent class is incorrect; you should not create a new parent object.
- Option 4: parent_method() syntax without reference is invalid.

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๐ŸŽฏ Conclusion:
โœ… Always use super() inside child classes to call parent class methods โ€” it's the Pythonic way! ๐Ÿโœจ

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๐Ÿ“š Hashtags:
#Python #OOP #Inheritance #super #PythonTips #Programming #CodeNewbie #LearnPython

๐Ÿ”š Channel:
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๐Ÿ”ฅ Simple Explanation:
- In Python, we use the class keyword to define any class (whether it's a base class or a child class).
- Thereโ€™s no keyword like inherit, superclass, or parent in Python.
- inherit means "to inherit," but it's not a Python keyword.
- superclass and parent are just concepts, not keywords.

---

โœ… A Simple Example:

class Animal:
pass

class Dog(Animal):
pass


๐Ÿ”น Here:
- Animal is a base class (or parent class).
- Dog is a child class that inherits from Animal.

And for both, the class keyword is used! ๐ŸŽฏ

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๐ŸŽฏ Conclusion:
โœ… So, always use class to define any class in Python (whether it's a parent or child class).

#Python #OOP #Class #Inheritance #PythonBasics #Programming #LearnPython

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This channels is for Programmers, Coders, Software Engineers.

0๏ธโƒฃ Python
1๏ธโƒฃ Data Science
2๏ธโƒฃ Machine Learning
3๏ธโƒฃ Data Visualization
4๏ธโƒฃ Artificial Intelligence
5๏ธโƒฃ Data Analysis
6๏ธโƒฃ Statistics
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8๏ธโƒฃ programming Languages

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