๐ช๐ฎ๐ป๐ ๐๐ผ ๐๐๐ถ๐น๐ฑ ๐ฎ ๐๐ฎ๐๐ฎ ๐๐ป๐ฎ๐น๐๐๐ถ๐ฐ๐ ๐ฃ๐ผ๐ฟ๐๐ณ๐ผ๐น๐ถ๐ผ ๐ง๐ต๐ฎ๐ ๐๐ฒ๐๐ ๐ฌ๐ผ๐ ๐๐ถ๐ฟ๐ฒ๐ฑ?๐
If youโre just starting out in data analytics and wondering how to stand out โ real-world projects are the key๐
No recruiter is impressed by โjust theory.โ What they want to see? Actionable proof of your skills๐จโ๐ป๐
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Show recruiters that you donโt just โknowโ tools โ you use them to solve problemsโ ๏ธ
If youโre just starting out in data analytics and wondering how to stand out โ real-world projects are the key๐
No recruiter is impressed by โjust theory.โ What they want to see? Actionable proof of your skills๐จโ๐ป๐
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Show recruiters that you donโt just โknowโ tools โ you use them to solve problemsโ ๏ธ
โค1
๐ฐ TypeScript Roadmap for Beginners 2025
โโโ ๐ง Why TypeScript? JavaScript with Superpowers
โโโ โ๏ธ Setting up TypeScript (tsc, tsconfig)
โโโ ๐ก Type Annotations (number, string, boolean, etc.)
โโโ ๐ฆ Interfaces & Type Aliases
โโโ ๐งฑ Classes, Inheritance & Access Modifiers
โโโ ๐ Generics
โโโ โ Type Narrowing & Type Guards
โโโ ๐ Enums, Tuples & Union Types
โโโ ๐งฉ Modules & Namespaces
โโโ ๐ง Working with TypeScript & React/Vue
โโโ ๐งช TypeScript Projects:
โ โโโ Form Validation App
โ โโโ API Data Viewer with TS + Fetch
โ โโโ Typed To-do App
Free Resources: https://whatsapp.com/channel/0029Vax4TBY9Bb62pAS3mX32
โโโ ๐ง Why TypeScript? JavaScript with Superpowers
โโโ โ๏ธ Setting up TypeScript (tsc, tsconfig)
โโโ ๐ก Type Annotations (number, string, boolean, etc.)
โโโ ๐ฆ Interfaces & Type Aliases
โโโ ๐งฑ Classes, Inheritance & Access Modifiers
โโโ ๐ Generics
โโโ โ Type Narrowing & Type Guards
โโโ ๐ Enums, Tuples & Union Types
โโโ ๐งฉ Modules & Namespaces
โโโ ๐ง Working with TypeScript & React/Vue
โโโ ๐งช TypeScript Projects:
โ โโโ Form Validation App
โ โโโ API Data Viewer with TS + Fetch
โ โโโ Typed To-do App
Free Resources: https://whatsapp.com/channel/0029Vax4TBY9Bb62pAS3mX32
โค1
๐ช๐ฎ๐ป๐ ๐๐ผ ๐๐ฒ๐ฎ๐ฟ๐ป ๐๐ป-๐๐ฒ๐บ๐ฎ๐ป๐ฑ ๐ง๐ฒ๐ฐ๐ต ๐ฆ๐ธ๐ถ๐น๐น๐ โ ๐ณ๐ผ๐ฟ ๐๐ฅ๐๐ โ ๐๐ถ๐ฟ๐ฒ๐ฐ๐๐น๐ ๐ณ๐ฟ๐ผ๐บ ๐๐ผ๐ผ๐ด๐น๐ฒ?๐
Whether youโre a student, job seeker, or just hungry to upskill โ these 5 beginner-friendly courses are your golden ticket๐๏ธ
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Enjoy Learning โ ๏ธ
Whether youโre a student, job seeker, or just hungry to upskill โ these 5 beginner-friendly courses are your golden ticket๐๏ธ
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Enjoy Learning โ ๏ธ
โค2
๐ง Technologies for Data Science, Machine Learning & AI!
๐ Data Science
โช๏ธ Python โ The go-to language for Data Science
โช๏ธ R โ Statistical Computing and Graphics
โช๏ธ Pandas โ Data Manipulation & Analysis
โช๏ธ NumPy โ Numerical Computing
โช๏ธ Matplotlib / Seaborn โ Data Visualization
โช๏ธ Jupyter Notebooks โ Interactive Development Environment
๐ค Machine Learning
โช๏ธ Scikit-learn โ Classical ML Algorithms
โช๏ธ TensorFlow โ Deep Learning Framework
โช๏ธ Keras โ High-Level Neural Networks API
โช๏ธ PyTorch โ Deep Learning with Dynamic Computation
โช๏ธ XGBoost โ High-Performance Gradient Boosting
โช๏ธ LightGBM โ Fast, Distributed Gradient Boosting
๐ง Artificial Intelligence
โช๏ธ OpenAI GPT โ Natural Language Processing
โช๏ธ Transformers (Hugging Face) โ Pretrained Models for NLP
โช๏ธ spaCy โ Industrial-Strength NLP
โช๏ธ NLTK โ Natural Language Toolkit
โช๏ธ Computer Vision (OpenCV) โ Image Processing & Object Detection
โช๏ธ YOLO (You Only Look Once) โ Real-Time Object Detection
๐พ Data Storage & Databases
โช๏ธ SQL โ Structured Query Language for Databases
โช๏ธ MongoDB โ NoSQL, Flexible Data Storage
โช๏ธ BigQuery โ Googleโs Data Warehouse for Large Scale Data
โช๏ธ Apache Hadoop โ Distributed Storage and Processing
โช๏ธ Apache Spark โ Big Data Processing & ML
๐ Data Engineering & Deployment
โช๏ธ Apache Airflow โ Workflow Automation & Scheduling
โช๏ธ Docker โ Containerization for ML Models
โช๏ธ Kubernetes โ Container Orchestration
โช๏ธ AWS Sagemaker / Google AI Platform โ Cloud ML Model Deployment
โช๏ธ Flask / FastAPI โ APIs for ML Models
๐ง Tools & Libraries for Automation & Experimentation
โช๏ธ MLflow โ Tracking ML Experiments
โช๏ธ TensorBoard โ Visualization for TensorFlow Models
โช๏ธ DVC (Data Version Control) โ Versioning for Data & Models
React โค๏ธ for more
๐ Data Science
โช๏ธ Python โ The go-to language for Data Science
โช๏ธ R โ Statistical Computing and Graphics
โช๏ธ Pandas โ Data Manipulation & Analysis
โช๏ธ NumPy โ Numerical Computing
โช๏ธ Matplotlib / Seaborn โ Data Visualization
โช๏ธ Jupyter Notebooks โ Interactive Development Environment
๐ค Machine Learning
โช๏ธ Scikit-learn โ Classical ML Algorithms
โช๏ธ TensorFlow โ Deep Learning Framework
โช๏ธ Keras โ High-Level Neural Networks API
โช๏ธ PyTorch โ Deep Learning with Dynamic Computation
โช๏ธ XGBoost โ High-Performance Gradient Boosting
โช๏ธ LightGBM โ Fast, Distributed Gradient Boosting
๐ง Artificial Intelligence
โช๏ธ OpenAI GPT โ Natural Language Processing
โช๏ธ Transformers (Hugging Face) โ Pretrained Models for NLP
โช๏ธ spaCy โ Industrial-Strength NLP
โช๏ธ NLTK โ Natural Language Toolkit
โช๏ธ Computer Vision (OpenCV) โ Image Processing & Object Detection
โช๏ธ YOLO (You Only Look Once) โ Real-Time Object Detection
๐พ Data Storage & Databases
โช๏ธ SQL โ Structured Query Language for Databases
โช๏ธ MongoDB โ NoSQL, Flexible Data Storage
โช๏ธ BigQuery โ Googleโs Data Warehouse for Large Scale Data
โช๏ธ Apache Hadoop โ Distributed Storage and Processing
โช๏ธ Apache Spark โ Big Data Processing & ML
๐ Data Engineering & Deployment
โช๏ธ Apache Airflow โ Workflow Automation & Scheduling
โช๏ธ Docker โ Containerization for ML Models
โช๏ธ Kubernetes โ Container Orchestration
โช๏ธ AWS Sagemaker / Google AI Platform โ Cloud ML Model Deployment
โช๏ธ Flask / FastAPI โ APIs for ML Models
๐ง Tools & Libraries for Automation & Experimentation
โช๏ธ MLflow โ Tracking ML Experiments
โช๏ธ TensorBoard โ Visualization for TensorFlow Models
โช๏ธ DVC (Data Version Control) โ Versioning for Data & Models
React โค๏ธ for more
โค2
Forwarded from Python Projects & Resources
๐๐ฎ๐ฟ๐๐ฎ๐ฟ๐ฑ ๐๐๐๐ ๐ฅ๐ฒ๐น๐ฒ๐ฎ๐๐ฒ๐ฑ ๐ฑ ๐๐ฅ๐๐ ๐ง๐ฒ๐ฐ๐ต ๐๐ผ๐๐ฟ๐๐ฒ๐ ๐ฌ๐ผ๐ ๐๐ฎ๐ปโ๐ ๐ ๐ถ๐๐ ๐ถ๐ป ๐ฎ๐ฌ๐ฎ๐ฑ!๐
๐จ Harvard just dropped 5 FREE online tech courses โ no fees, no catches!๐
Whether youโre just starting out or upskilling for a tech career, this is your chance to learn from one of the worldโs top universities โ for FREE. ๐
๐๐ข๐ง๐ค๐:-
https://pdlink.in/4eA368I
๐กLearn at your own pace, earn certificates, and boost your resumeโ ๏ธ
๐จ Harvard just dropped 5 FREE online tech courses โ no fees, no catches!๐
Whether youโre just starting out or upskilling for a tech career, this is your chance to learn from one of the worldโs top universities โ for FREE. ๐
๐๐ข๐ง๐ค๐:-
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๐กLearn at your own pace, earn certificates, and boost your resumeโ ๏ธ
โค1
Here is an A-Z list of essential programming terms:
1. Array: A data structure that stores a collection of elements of the same type in contiguous memory locations.
2. Boolean: A data type that represents true or false values.
3. Conditional Statement: A statement that executes different code based on a condition.
4. Debugging: The process of identifying and fixing errors or bugs in a program.
5. Exception: An event that occurs during the execution of a program that disrupts the normal flow of instructions.
6. Function: A block of code that performs a specific task and can be called multiple times in a program.
7. GUI (Graphical User Interface): A visual way for users to interact with a computer program using graphical elements like windows, buttons, and menus.
8. HTML (Hypertext Markup Language): The standard markup language used to create web pages.
9. Integer: A data type that represents whole numbers without any fractional part.
10. JSON (JavaScript Object Notation): A lightweight data interchange format commonly used for transmitting data between a server and a web application.
11. Loop: A programming construct that allows repeating a block of code multiple times.
12. Method: A function that is associated with an object in object-oriented programming.
13. Null: A special value that represents the absence of a value.
14. Object-Oriented Programming (OOP): A programming paradigm based on the concept of "objects" that encapsulate data and behavior.
15. Pointer: A variable that stores the memory address of another variable.
16. Queue: A data structure that follows the First-In-First-Out (FIFO) principle.
17. Recursion: A programming technique where a function calls itself to solve a problem.
18. String: A data type that represents a sequence of characters.
19. Tuple: An ordered collection of elements, similar to an array but immutable.
20. Variable: A named storage location in memory that holds a value.
21. While Loop: A loop that repeatedly executes a block of code as long as a specified condition is true.
Best Programming Resources: https://topmate.io/coding/898340
Join for more: https://t.me/programming_guide
ENJOY LEARNING ๐๐
1. Array: A data structure that stores a collection of elements of the same type in contiguous memory locations.
2. Boolean: A data type that represents true or false values.
3. Conditional Statement: A statement that executes different code based on a condition.
4. Debugging: The process of identifying and fixing errors or bugs in a program.
5. Exception: An event that occurs during the execution of a program that disrupts the normal flow of instructions.
6. Function: A block of code that performs a specific task and can be called multiple times in a program.
7. GUI (Graphical User Interface): A visual way for users to interact with a computer program using graphical elements like windows, buttons, and menus.
8. HTML (Hypertext Markup Language): The standard markup language used to create web pages.
9. Integer: A data type that represents whole numbers without any fractional part.
10. JSON (JavaScript Object Notation): A lightweight data interchange format commonly used for transmitting data between a server and a web application.
11. Loop: A programming construct that allows repeating a block of code multiple times.
12. Method: A function that is associated with an object in object-oriented programming.
13. Null: A special value that represents the absence of a value.
14. Object-Oriented Programming (OOP): A programming paradigm based on the concept of "objects" that encapsulate data and behavior.
15. Pointer: A variable that stores the memory address of another variable.
16. Queue: A data structure that follows the First-In-First-Out (FIFO) principle.
17. Recursion: A programming technique where a function calls itself to solve a problem.
18. String: A data type that represents a sequence of characters.
19. Tuple: An ordered collection of elements, similar to an array but immutable.
20. Variable: A named storage location in memory that holds a value.
21. While Loop: A loop that repeatedly executes a block of code as long as a specified condition is true.
Best Programming Resources: https://topmate.io/coding/898340
Join for more: https://t.me/programming_guide
ENJOY LEARNING ๐๐
โค5
Forwarded from Artificial Intelligence
๐จ๐ฝ๐๐ธ๐ถ๐น๐น ๐๐ฎ๐๐: ๐๐ฒ๐ฎ๐ฟ๐ป ๐ง๐ฒ๐ฐ๐ต ๐ฆ๐ธ๐ถ๐น๐น๐ ๐๐ถ๐๐ต ๐ฃ๐ฟ๐ผ๐ท๐ฒ๐ฐ๐-๐๐ฎ๐๐ฒ๐ฑ ๐๐ผ๐๐ฟ๐๐ฒ๐ ๐ถ๐ป ๐๐๐๐ ๐ฏ๐ฌ ๐๐ฎ๐๐!๐
Level up your tech skills in just 30 days! ๐ป๐จโ๐
Whether youโre a beginner, student, or planning a career switch, this platform offers project-based courses๐จโ๐ปโจ๏ธ
๐๐ข๐ง๐ค๐:-
https://pdlink.in/3U2nBl4
Start today and youโll be 10x more confident by the end of it!โ ๏ธ
Level up your tech skills in just 30 days! ๐ป๐จโ๐
Whether youโre a beginner, student, or planning a career switch, this platform offers project-based courses๐จโ๐ปโจ๏ธ
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Start today and youโll be 10x more confident by the end of it!โ ๏ธ
โค2
๐ Roadmap to Become a C++ Developer ๐ฐ
๐ Programming Basics
โโ๐ Master C++ Syntax, Variables & Data Types
โโโ๐ Learn Control Flow, Loops & Functions
โโโโ๐ Practice with Simple Programs
๐ Object-Oriented Programming (OOP)
โโ๐ Understand Classes, Objects & Inheritance
โโโ๐ Dive into Encapsulation, Polymorphism & Abstraction
โโโโ๐ Explore Templates & the Standard Template Library (STL)
๐ Memory Management & Pointers
โโ๐ Grasp Pointers, References & Dynamic Memory Allocation
โโโ๐ Master Manual Memory Management
โโโโ๐ Learn Smart Pointers & RAII Principles
๐ Data Structures & Algorithms
โโ๐ Study Arrays, Vectors, Lists, Maps & Sets
โโโ๐ Understand Sorting, Searching & Recursion
โโโโ๐ Solve Coding Challenges to Reinforce Concepts
๐ Tools & Build Systems
โโ๐ Get Comfortable with IDEs (e.g., Visual Studio, CLion)
โโโ๐ Learn CMake & Other Build Tools
โโโโ๐ Master Git & Version Control Systems
๐ Advanced C++ Concepts
โโ๐ Explore Lambda Functions & Modern C++ Features
โโโ๐ Understand Multithreading & Concurrency
โโโโ๐ Dive into Performance Optimization & Best Practices
๐ Debugging & Testing
โโ๐ Learn Debugging Techniques & Tools
โโโ๐ Master Unit Testing with Frameworks (e.g., Google Test)
โโโโ๐ Analyze and Optimize Code Performance
๐ Projects & Real-World Applications
โโ๐ Build Complex, End-to-End C++ Applications
โโโ๐ Contribute to Open-Source Projects
โโโโ๐ Showcase Your Work on GitHub & Portfolio
๐ Interview Preparation & Job Hunting
โโ๐ Solve C++ Coding Challenges
โโโ๐ Master Data Structures, Algorithms & System Design
โโโโ๐ Network & Apply for C++ Roles
โ ๏ธ Get Hired
React "โค๏ธ" for More ๐จโ๐ป
๐ Programming Basics
โโ๐ Master C++ Syntax, Variables & Data Types
โโโ๐ Learn Control Flow, Loops & Functions
โโโโ๐ Practice with Simple Programs
๐ Object-Oriented Programming (OOP)
โโ๐ Understand Classes, Objects & Inheritance
โโโ๐ Dive into Encapsulation, Polymorphism & Abstraction
โโโโ๐ Explore Templates & the Standard Template Library (STL)
๐ Memory Management & Pointers
โโ๐ Grasp Pointers, References & Dynamic Memory Allocation
โโโ๐ Master Manual Memory Management
โโโโ๐ Learn Smart Pointers & RAII Principles
๐ Data Structures & Algorithms
โโ๐ Study Arrays, Vectors, Lists, Maps & Sets
โโโ๐ Understand Sorting, Searching & Recursion
โโโโ๐ Solve Coding Challenges to Reinforce Concepts
๐ Tools & Build Systems
โโ๐ Get Comfortable with IDEs (e.g., Visual Studio, CLion)
โโโ๐ Learn CMake & Other Build Tools
โโโโ๐ Master Git & Version Control Systems
๐ Advanced C++ Concepts
โโ๐ Explore Lambda Functions & Modern C++ Features
โโโ๐ Understand Multithreading & Concurrency
โโโโ๐ Dive into Performance Optimization & Best Practices
๐ Debugging & Testing
โโ๐ Learn Debugging Techniques & Tools
โโโ๐ Master Unit Testing with Frameworks (e.g., Google Test)
โโโโ๐ Analyze and Optimize Code Performance
๐ Projects & Real-World Applications
โโ๐ Build Complex, End-to-End C++ Applications
โโโ๐ Contribute to Open-Source Projects
โโโโ๐ Showcase Your Work on GitHub & Portfolio
๐ Interview Preparation & Job Hunting
โโ๐ Solve C++ Coding Challenges
โโโ๐ Master Data Structures, Algorithms & System Design
โโโโ๐ Network & Apply for C++ Roles
โ ๏ธ Get Hired
React "โค๏ธ" for More ๐จโ๐ป
โค5
Forwarded from Python Projects & Resources
๐ ๐ถ๐ฐ๐ฟ๐ผ๐๐ผ๐ณ๐โ๐ ๐๐ฅ๐๐ ๐๐ ๐๐ด๐ฒ๐ป๐๐ ๐๐ผ๐๐ฟ๐๐ฒ โ ๐๐ฒ๐ฎ๐ฟ๐ป ๐๐ผ๐ ๐๐ต๐ฒ ๐๐๐๐๐ฟ๐ฒ ๐ผ๐ณ ๐๐ ๐ช๐ผ๐ฟ๐ธ๐๐
๐จ Microsoft just dropped a brand-new FREE course on AI Agents โ and itโs a must-watch!๐ฒ
If youโve ever wondered how AI copilots, autonomous agents, and decision-making systems actually work๐จโ๐๐ซ
๐๐ข๐ง๐ค๐:-
https://pdlink.in/4kuGLLe
This course is your launchpad into the future of artificial intelligenceโ ๏ธ
๐จ Microsoft just dropped a brand-new FREE course on AI Agents โ and itโs a must-watch!๐ฒ
If youโve ever wondered how AI copilots, autonomous agents, and decision-making systems actually work๐จโ๐๐ซ
๐๐ข๐ง๐ค๐:-
https://pdlink.in/4kuGLLe
This course is your launchpad into the future of artificial intelligenceโ ๏ธ
โค1
WhatsApp is no longer a platform just for chat.
It's an educational goldmine.
If you do, youโre sleeping on a goldmine of knowledge and community. WhatsApp channels are a great way to practice data science, make your own community, and find accountability partners.
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It's an educational goldmine.
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I have curated the list of best WhatsApp channels to learn coding & data science for FREE
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โค2
Forwarded from Python Projects & Resources
๐ช๐ถ๐ฝ๐ฟ๐ผโ๐ ๐๐ฟ๐ฒ๐ฒ ๐๐ฎ๐๐ฎ ๐ฆ๐ฐ๐ถ๐ฒ๐ป๐ฐ๐ฒ ๐๐ฐ๐ฐ๐ฒ๐น๐ฒ๐ฟ๐ฎ๐๐ผ๐ฟ: ๐ฌ๐ผ๐๐ฟ ๐๐ฎ๐๐-๐ง๐ฟ๐ฎ๐ฐ๐ธ ๐๐ผ ๐ฎ ๐๐ฎ๐๐ฎ ๐๐ฎ๐ฟ๐ฒ๐ฒ๐ฟ!๐
Want to break into Data Science but donโt have a degree or years of experience? Wipro just made it easier than ever!๐จโ๐โจ๏ธ
With the Wipro Data Science Accelerator, you can start learning for FREEโno fancy credentials needed. Whether youโre a beginner or an aspiring data professional๐จโ๐ป๐
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Forwarded from Artificial Intelligence
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Python Interview Questions:
Ready to test your Python skills? Letโs get started! ๐ป
1. How to check if a string is a palindrome?
2. How to find the factorial of a number using recursion?
3. How to merge two dictionaries in Python?
4. How to find the intersection of two lists?
5. How to generate a list of even numbers from 1 to 100?
6. How to find the longest word in a sentence?
7. How to count the frequency of elements in a list?
8. How to remove duplicates from a list while maintaining the order?
9. How to reverse a linked list in Python?
10. How to implement a simple binary search algorithm?
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1. How to check if a string is a palindrome?
def is_palindrome(s):
return s == s[::-1]
print(is_palindrome("madam")) # True
print(is_palindrome("hello")) # False
2. How to find the factorial of a number using recursion?
def factorial(n):
if n == 0 or n == 1:
return 1
return n * factorial(n - 1)
print(factorial(5)) # 120
3. How to merge two dictionaries in Python?
dict1 = {'a': 1, 'b': 2}
dict2 = {'c': 3, 'd': 4}
# Method 1 (Python 3.5+)
merged_dict = {**dict1, **dict2}
# Method 2 (Python 3.9+)
merged_dict = dict1 | dict2
print(merged_dict)
4. How to find the intersection of two lists?
list1 = [1, 2, 3, 4]
list2 = [3, 4, 5, 6]
intersection = list(set(list1) & set(list2))
print(intersection) # [3, 4]
5. How to generate a list of even numbers from 1 to 100?
even_numbers = [i for i in range(1, 101) if i % 2 == 0]
print(even_numbers)
6. How to find the longest word in a sentence?
def longest_word(sentence):
words = sentence.split()
return max(words, key=len)
print(longest_word("Python is a powerful language")) # "powerful"
7. How to count the frequency of elements in a list?
from collections import Counter
my_list = [1, 2, 2, 3, 3, 3, 4]
frequency = Counter(my_list)
print(frequency) # Counter({3: 3, 2: 2, 1: 1, 4: 1})
8. How to remove duplicates from a list while maintaining the order?
def remove_duplicates(lst):
return list(dict.fromkeys(lst))
my_list = [1, 2, 2, 3, 4, 4, 5]
print(remove_duplicates(my_list)) # [1, 2, 3, 4, 5]
9. How to reverse a linked list in Python?
class Node:
def __init__(self, data):
self.data = data
self.next = None
def reverse_linked_list(head):
prev = None
current = head
while current:
next_node = current.next
current.next = prev
prev = current
current = next_node
return prev
# Create linked list: 1 -> 2 -> 3
head = Node(1)
head.next = Node(2)
head.next.next = Node(3)
# Reverse and print the list
reversed_head = reverse_linked_list(head)
while reversed_head:
print(reversed_head.data, end=" -> ")
reversed_head = reversed_head.next
10. How to implement a simple binary search algorithm?
def binary_search(arr, target):
low, high = 0, len(arr) - 1
while low <= high:
mid = (low + high) // 2
if arr[mid] == target:
return mid
elif arr[mid] < target:
low = mid + 1
else:
high = mid - 1
return -1
print(binary_search([1, 2, 3, 4, 5, 6, 7], 4)) # 3
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Hope it helps :)
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coding_for_beginners_in_easy_steps_basic_programming_for_all_ages.pdf
9.1 MB
Coding for beginners for all ๐ฐ
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Forwarded from Python Projects & Resources
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