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โค1
๐Ÿ”ฐ TypeScript Roadmap for Beginners 2025
โ”œโ”€โ”€ ๐Ÿง  Why TypeScript? JavaScript with Superpowers
โ”œโ”€โ”€ โš™๏ธ Setting up TypeScript (tsc, tsconfig)
โ”œโ”€โ”€ ๐Ÿ”ก Type Annotations (number, string, boolean, etc.)
โ”œโ”€โ”€ ๐Ÿ“ฆ Interfaces & Type Aliases
โ”œโ”€โ”€ ๐Ÿงฑ Classes, Inheritance & Access Modifiers
โ”œโ”€โ”€ ๐Ÿ” Generics
โ”œโ”€โ”€ โŒ Type Narrowing & Type Guards
โ”œโ”€โ”€ ๐Ÿ”„ Enums, Tuples & Union Types
โ”œโ”€โ”€ ๐Ÿงฉ Modules & Namespaces
โ”œโ”€โ”€ ๐Ÿ”ง Working with TypeScript & React/Vue
โ”œโ”€โ”€ ๐Ÿงช TypeScript Projects:
โ”‚ โ”œโ”€โ”€ Form Validation App
โ”‚ โ”œโ”€โ”€ API Data Viewer with TS + Fetch
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โค1
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โค2
๐Ÿง  Technologies for Data Science, Machine Learning & AI!

๐Ÿ“Š Data Science
โ–ช๏ธ Python โ€“ The go-to language for Data Science
โ–ช๏ธ R โ€“ Statistical Computing and Graphics
โ–ช๏ธ Pandas โ€“ Data Manipulation & Analysis
โ–ช๏ธ NumPy โ€“ Numerical Computing
โ–ช๏ธ Matplotlib / Seaborn โ€“ Data Visualization
โ–ช๏ธ Jupyter Notebooks โ€“ Interactive Development Environment

๐Ÿค– Machine Learning
โ–ช๏ธ Scikit-learn โ€“ Classical ML Algorithms
โ–ช๏ธ TensorFlow โ€“ Deep Learning Framework
โ–ช๏ธ Keras โ€“ High-Level Neural Networks API
โ–ช๏ธ PyTorch โ€“ Deep Learning with Dynamic Computation
โ–ช๏ธ XGBoost โ€“ High-Performance Gradient Boosting
โ–ช๏ธ LightGBM โ€“ Fast, Distributed Gradient Boosting

๐Ÿง  Artificial Intelligence
โ–ช๏ธ OpenAI GPT โ€“ Natural Language Processing
โ–ช๏ธ Transformers (Hugging Face) โ€“ Pretrained Models for NLP
โ–ช๏ธ spaCy โ€“ Industrial-Strength NLP
โ–ช๏ธ NLTK โ€“ Natural Language Toolkit
โ–ช๏ธ Computer Vision (OpenCV) โ€“ Image Processing & Object Detection
โ–ช๏ธ YOLO (You Only Look Once) โ€“ Real-Time Object Detection

๐Ÿ’พ Data Storage & Databases
โ–ช๏ธ SQL โ€“ Structured Query Language for Databases
โ–ช๏ธ MongoDB โ€“ NoSQL, Flexible Data Storage
โ–ช๏ธ BigQuery โ€“ Googleโ€™s Data Warehouse for Large Scale Data
โ–ช๏ธ Apache Hadoop โ€“ Distributed Storage and Processing
โ–ช๏ธ Apache Spark โ€“ Big Data Processing & ML

๐ŸŒ Data Engineering & Deployment
โ–ช๏ธ Apache Airflow โ€“ Workflow Automation & Scheduling
โ–ช๏ธ Docker โ€“ Containerization for ML Models
โ–ช๏ธ Kubernetes โ€“ Container Orchestration
โ–ช๏ธ AWS Sagemaker / Google AI Platform โ€“ Cloud ML Model Deployment
โ–ช๏ธ Flask / FastAPI โ€“ APIs for ML Models

๐Ÿ”ง Tools & Libraries for Automation & Experimentation
โ–ช๏ธ MLflow โ€“ Tracking ML Experiments
โ–ช๏ธ TensorBoard โ€“ Visualization for TensorFlow Models
โ–ช๏ธ DVC (Data Version Control) โ€“ Versioning for Data & Models

React โค๏ธ for more
โค2
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โค1
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.

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โค5
Forwarded from Artificial Intelligence
๐—จ๐—ฝ๐˜€๐—ธ๐—ถ๐—น๐—น ๐—™๐—ฎ๐˜€๐˜: ๐—Ÿ๐—ฒ๐—ฎ๐—ฟ๐—ป ๐—ง๐—ฒ๐—ฐ๐—ต ๐—ฆ๐—ธ๐—ถ๐—น๐—น๐˜€ ๐˜„๐—ถ๐˜๐—ต ๐—ฃ๐—ฟ๐—ผ๐—ท๐—ฒ๐—ฐ๐˜-๐—•๐—ฎ๐˜€๐—ฒ๐—ฑ ๐—–๐—ผ๐˜‚๐—ฟ๐˜€๐—ฒ๐˜€ ๐—ถ๐—ป ๐—๐˜‚๐˜€๐˜ ๐Ÿฏ๐Ÿฌ ๐——๐—ฎ๐˜†๐˜€!๐Ÿ˜

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โค2
๐Ÿš€ Roadmap to Become a C++ Developer ๐Ÿ”ฐ

๐Ÿ“‚ Programming Basics
โ€ƒโˆŸ๐Ÿ“‚ Master C++ Syntax, Variables & Data Types
โ€ƒโ€ƒโˆŸ๐Ÿ“‚ Learn Control Flow, Loops & Functions
โ€ƒโ€ƒโ€ƒโˆŸ๐Ÿ“‚ Practice with Simple Programs

๐Ÿ“‚ Object-Oriented Programming (OOP)
โ€ƒโˆŸ๐Ÿ“‚ Understand Classes, Objects & Inheritance
โ€ƒโ€ƒโˆŸ๐Ÿ“‚ Dive into Encapsulation, Polymorphism & Abstraction
โ€ƒโ€ƒโ€ƒโˆŸ๐Ÿ“‚ Explore Templates & the Standard Template Library (STL)

๐Ÿ“‚ Memory Management & Pointers
โ€ƒโˆŸ๐Ÿ“‚ Grasp Pointers, References & Dynamic Memory Allocation
โ€ƒโ€ƒโˆŸ๐Ÿ“‚ Master Manual Memory Management
โ€ƒโ€ƒโ€ƒโˆŸ๐Ÿ“‚ Learn Smart Pointers & RAII Principles

๐Ÿ“‚ Data Structures & Algorithms
โ€ƒโˆŸ๐Ÿ“‚ Study Arrays, Vectors, Lists, Maps & Sets
โ€ƒโ€ƒโˆŸ๐Ÿ“‚ Understand Sorting, Searching & Recursion
โ€ƒโ€ƒโ€ƒโˆŸ๐Ÿ“‚ Solve Coding Challenges to Reinforce Concepts

๐Ÿ“‚ Tools & Build Systems
โ€ƒโˆŸ๐Ÿ“‚ Get Comfortable with IDEs (e.g., Visual Studio, CLion)
โ€ƒโ€ƒโˆŸ๐Ÿ“‚ Learn CMake & Other Build Tools
โ€ƒโ€ƒโ€ƒโˆŸ๐Ÿ“‚ Master Git & Version Control Systems

๐Ÿ“‚ Advanced C++ Concepts
โ€ƒโˆŸ๐Ÿ“‚ Explore Lambda Functions & Modern C++ Features
โ€ƒโ€ƒโˆŸ๐Ÿ“‚ Understand Multithreading & Concurrency
โ€ƒโ€ƒโ€ƒโˆŸ๐Ÿ“‚ Dive into Performance Optimization & Best Practices

๐Ÿ“‚ Debugging & Testing
โ€ƒโˆŸ๐Ÿ“‚ Learn Debugging Techniques & Tools
โ€ƒโ€ƒโˆŸ๐Ÿ“‚ Master Unit Testing with Frameworks (e.g., Google Test)
โ€ƒโ€ƒโ€ƒโˆŸ๐Ÿ“‚ Analyze and Optimize Code Performance

๐Ÿ“‚ Projects & Real-World Applications
โ€ƒโˆŸ๐Ÿ“‚ Build Complex, End-to-End C++ Applications
โ€ƒโ€ƒโˆŸ๐Ÿ“‚ Contribute to Open-Source Projects
โ€ƒโ€ƒโ€ƒโˆŸ๐Ÿ“‚ Showcase Your Work on GitHub & Portfolio

๐Ÿ“‚ Interview Preparation & Job Hunting
โ€ƒโˆŸ๐Ÿ“‚ Solve C++ Coding Challenges
โ€ƒโ€ƒโˆŸ๐Ÿ“‚ Master Data Structures, Algorithms & System Design
โ€ƒโ€ƒโ€ƒโˆŸ๐Ÿ“‚ Network & Apply for C++ Roles

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โค5
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โค2
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โค3
Forwarded from Artificial Intelligence
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โค2
Python Interview Questions:

Ready to test your Python skills? Letโ€™s get started! ๐Ÿ’ป


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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