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Machine Learning with Python

Machine Learning with Python

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Learn Machine Learning with hands-on Python tutorials, real-world code examples, and clear explanations for researchers and developers. Admin: @HusseinSheikho || @Hussein_Sheikho

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📈 Analytical overview of Telegram channel Machine Learning with Python

Channel Machine Learning with Python (@codeprogrammer) in the English language segment is an active participant. Currently, the community unites 68 471 subscribers, ranking 2 400 in the Education category and 4 598 in the India region.

📊 Audience metrics and dynamics

Since its creation on невідомо, the project has demonstrated rapid growth, gathering an audience of 68 471 subscribers.

According to the latest data from 31 October, 2026, the channel demonstrates stable activity. Although there has been a change in the number of participants by 12 over the last 30 days and by -24 over the last 24 hours, overall reach remains high.

  • Verification status: Not verified
  • Engagement rate (ER): The average audience engagement rate is 3.99%. Within the first 24 hours after publication, content typically collects 1.46% reactions from the total number of subscribers.
  • Post reach: On average, each post receives 2 735 views. Within the first day, a publication typically gains 998 views.
  • Reactions and interaction: The audience actively supports content: the average number of reactions per post is 8.
  • Thematic interests: Content is focused on key topics such as insidead, learning, degree, evaluation, algorithm.

📝 Description and content policy

The author describes the resource as a platform for expressing subjective opinions:
“Learn Machine Learning with hands-on Python tutorials, real-world code examples, and clear explanations for researchers and developers. Admin: @HusseinSheikho || @Hussein_Sheikho”

Thanks to the high frequency of updates (latest data received on 01 November, 2026), the channel maintains relevance and a high level of publication reach. Analytics show that the audience actively interacts with content, making it an important point of influence in the Education category.

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68 471
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Posts Archive
🤖🧠 Paper2Agent: Revolutionizing Research Papers into Powerful Interactive AI Agents 🗓️ 07 Oct 2025 📚 AI News & Trends In
🤖🧠 Paper2Agent: Revolutionizing Research Papers into Powerful Interactive AI Agents 🗓️ 07 Oct 2025 📚 AI News & Trends In the fast-paced world of artificial intelligence and computational research, one persistent challenge remains: reproducing results from complex academic papers. Researchers often spend hours understanding codebases, setting up environments and running scripts sometimes with limited success. Paper2Agent offers a groundbreaking solution. It is a multi-agent AI system that automatically transforms research papers into interactive AI ... #papersinteractive #paper2agent #papersresearchers #aiagents #agentai #successpaper2agent

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🤖🧠 Cognee: Powerful Memory for AI Agents in Just 6 Lines of Code 🗓️ 07 Oct 2025 📚 AI News & Trends Artificial Intelligence is evolving rapidly, but one of the biggest challenges for developers is building agents that remember, reason and adapt. Traditional RAG (Retrieval-Augmented Generation) systems often fall short when handling context, scalability and precision. That’s where Cognee comes in. It is an open-source framework designed to provide AI agents with memory using a unique ... #memoryai #agentsmemory #aiagents #agentsremember #ai #provideai

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🤖🧠 Join the 5-Day AI Agents Intensive Course with Google 🗓️ 07 Oct 2025 📚 AI News & Trends Artificial Intelligence is rapidly evolving beyond chatbots and text generation. The next frontier is AI agents — intelligent, autonomous systems that can reason, take action and collaborate with tools and other agents. To help developers and practitioners build these next-generation systems, Google is launching the 5-Day AI Agents Intensive, a no-cost, online program running from ... #aiagents #dayai #googleartificial #agentsintelligent #ai #evolvingchatbots

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“I didn’t pay for Netflix or YouTube for 6 months. My secret? One tool nobody talks about.” Save money, unlock ANY content — and stay invisible online. Ready to find out? Most people miss this trick — here’s where it starts #ad InsideAds

Missed the last big airdrop? Don’t repeat it. Padma turns grinding into a clear loop: finish daily quests, unlock upgrades an
Missed the last big airdrop? Don’t repeat it. Padma turns grinding into a clear loop: finish daily quests, unlock upgrades and artifacts drops, and convert progress into PAD tokens. Start early this season to grab higher multipliers and leaderboard rewards. Start now! #ad InsideAds

1. What is the output of the following code?
x = [1, 2, 3]
y = x
y[0] = 4
print(x)
2. Which of the following is NOT a valid way to create a dictionary in Python? A) dict(a=1, b=2) B) {a: 1, b: 2} C) dict([('a', 1), ('b', 2)]) D) {1: 'a', 2: 'b'} 3. Write a function that takes a list of integers and returns a new list containing only even numbers. 4. What will be printed by this code?
def func(a, b=[]):
    b.append(a)
    return b
print(func(1))
print(func(2))
5. What is the purpose of the __slots__ attribute in a Python class? 6. Which built-in function can be used to remove duplicates from a list while preserving order? 7. Explain the difference between map(), filter(), and reduce() with examples. 8. What does the @staticmethod decorator do in Python? 9. Write a generator function that yields Fibonacci numbers up to a given limit. 10. What is the output of this code?
import copy
a = [1, 2, [3, 4]]
b = copy.deepcopy(a)
b[2][0] = 5
print(a[2][0])
11. Which of the following is true about Python’s GIL (Global Interpreter Lock)? A) It allows multiple threads to execute Python bytecode simultaneously. B) It prevents race conditions in multithreaded programs. C) It limits CPU-bound multi-threaded performance. D) It is disabled in PyPy. 12. How would you implement a context manager using a class? 13. What is the result of bool([]) and why? 14. Write a recursive function to calculate the factorial of a number. 15. What is the difference between is and == in Python? 16. Explain how Python handles memory management for objects. 17. What is the output of this code?
class A:
    def __init__(self):
        self.x = 1

class B(A):
    def __init__(self):
        super().__init__()
        self.y = 2

obj = B()
print(hasattr(obj, 'x') and hasattr(obj, 'y'))
18. Describe the use of *args and **kwargs in function definitions. 19. Write a program that reads a text file and counts the frequency of each word. 20. What is monkey patching in Python and when might it be useful? #Python #AdvancedPython #ProgrammingTest #CodingChallenge #PythonInterview #PythonDeveloper #CodeQuiz #HighLevelPython #LearnPython #PythonSkills #PythonExpert By: @DataScienceQ 🚀

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Repost from Machine Learning
📌 How To Learn AI (Roadmap) 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-08-05 | ⏱️ Read time: 11 min read A full brea
📌 How To Learn AI (Roadmap) 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-08-05 | ⏱️ Read time: 11 min read A full breakdown of how you can learn AI this year effectively

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Liverpool to replace Salah for £75M? Transfer chaos is about to explode: Liverpool are now favourites to sign Antoine Semenyo as Salah’s direct successor. Will this blockbuster deal actually happen? Get the fastest updates, inside info and exclusive transfer scoops every day in Transfer News. Don’t miss the moves before they break the headlines — join now! #ad InsideAds

Ever wondered what happens when AI meets productivity? Padma AI is your personal assistant that makes every task smarter and
Ever wondered what happens when AI meets productivity? Padma AI is your personal assistant that makes every task smarter and faster. Discover how you can boost your daily workflow with one click—don’t miss out on the future: see Padma AI in action right now. Unlock next-level efficiency—join the revolution! #ad InsideAds

Perform the test and submit the solution via a photocopy of the answer sheet

1. What is the output of the following code?
x = [1, 2, 3]
y = x
y.append(4)
print(x)
2. Which of the following data types is immutable in Python? A) List B) Dictionary C) Set D) Tuple 3. Write a Python program to reverse a string without using built-in functions. 4. What will be printed by this code?
def func(a, b=[]):
    b.append(a)
    return b

print(func(1))
print(func(2))
5. Explain the difference between == and is operators in Python. 6. How do you handle exceptions in Python? Provide an example. 7. What is the output of:
print(2 ** 3 ** 2)
8. Which keyword is used to define a function in Python? A) def B) function C) func D) define 9. Write a program to find the factorial of a number using recursion. 10. What does the *args parameter do in a function? 11. What will be the output of:
list1 = [1, 2, 3]
list2 = list1.copy()
list2[0] = 10
print(list1)
12. Explain the concept of list comprehension with an example. 13. What is the purpose of the __init__ method in a Python class? 14. Write a program to check if a given string is a palindrome. 15. What is the output of:
a = [1, 2, 3]
b = a[:]
b[0] = 10
print(a)
16. Describe how Python manages memory (garbage collection). 17. What will be printed by:
x = "hello"
y = "world"
print(x + y)
18. Write a Python program to generate the first n Fibonacci numbers. 19. What is the difference between range() and xrange() in Python 2? 20. What is the use of the lambda function in Python? Give an example. #PythonQuiz #CodingTest #ProgrammingExam #MultipleChoice #CodeOutput #PythonBasics #InterviewPrep #CodingChallenge #BeginnerPython #TechAssessment #PythonQuestions #SkillCheck #ProgrammingSkills #CodePractice #PythonLearning #MCQ #ShortAnswer #TechnicalTest #PythonSyntax #Algorithm #DataStructures #PythonProgramming By: @DataScienceQ 🚀

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Ever wondered what your workflow could look like if you had AI working for you 24/7? Meet Padma AI – your smart Telegram assistant that saves hours, automates routine, and gives instant answers right in chat. Try it now and discover what real AI power feels like — test Padma AI in action. #ad InsideAds