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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๐Ÿš€ Comprehensive Guide: How to Prepare for an Image Processing Job Interview โ€“ 500 Most Common Interview Questions

Let's start: https://hackmd.io/@husseinsheikho/IP

#ImageProcessing #ComputerVision #OpenCV #Python #InterviewPrep #DigitalImageProcessing #MachineLearning #AI #SignalProcessing #ComputerGraphics

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๐—ฃ๐—ฟ๐—ฒ๐—ฝ๐—ฎ๐—ฟ๐—ฒ ๐—ณ๐—ผ๐—ฟ ๐—๐—ผ๐—ฏ ๐—œ๐—ป๐˜๐—ฒ๐—ฟ๐˜ƒ๐—ถ๐—ฒ๐˜„๐˜€.

In DS or AI/ML interviews, you need to be able to explain models, debug them live, and design AI/ML systems from scratch. If you canโ€™t demonstrate this during an interview, expect to hear, โ€œWeโ€™ll get back to you.โ€

The attached person's name is Chip Huyen. Hopefully you know her; if not, then I can't help you here. She is probably one of the finest authors in the field of AI/ML.

She designed proper documentation/a book for common ML interview questions.

Target Audiences: ML engineer, a platform engineer, a research scientist, or you want to do ML but donโ€™t yet know the differences among those titles.Check the comment section for links and repos.

๐Ÿ“Œ link:
https://huyenchip.com/ml-interviews-book/

#JobInterview #MachineLearning #AI #DataScience #MLEngineer #AIInterview #TechCareers #DeepLearning #AICommunity #MLSystems #CareerGrowth #AIJobs #ChipHuyen #InterviewPrep #DataScienceCommunit

๏ปฟ
https://xn--r1a.website/CodeProgrammer ๐ŸŒŸ
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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 ๐Ÿš€
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This Machine Learning Cheat Sheet Saved Me Hours of Revision โณ

It includes:
โœ… Supervised & Unsupervised algorithms
โœ… Regression, Classification & Clustering techniques
โœ… PCA & Dimensionality Reduction
โœ… Neural Networks, CNN, RNN & Transformers
โœ… Assumptions, Pros/Cons & Real-world use cases

Whether you're:
๐Ÿ”น Preparing for data science interviews
๐Ÿ”น Working on ML projects
๐Ÿ”น Or strengthening your fundamentals
this one-page guide is a must-save.

โ™ป๏ธ Repost and share with your ML circle.

#MachineLearning #DataScience #AI #MLAlgorithms #InterviewPrep #LearnML

https://xn--r1a.website/CodeProgrammer ๐Ÿ
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Forwarded from Machine Learning
๐Ÿ‘ฃ Rust Interview Deep Dive ๐Ÿฆ€๐Ÿ”

A repository for systematic preparation for Rust interviews at the middle, senior, and staff levels. ๐Ÿ’ผ๐Ÿ“š

Inside 100 real questions from interviews in product and infrastructure companies, detailed analyses with code examples and scenarios of tasks that occur in production. ๐Ÿ’ป๐Ÿ—๏ธ Not "guess the program's output", but the mechanics on which real services are built. ๐Ÿ› ๏ธ๐Ÿš€

Here are lock-free structures, self-referential types in async, FFI with tensor libraries, correct Send on guards via await, memory ordering under loom, soundness of custom collections. ๐Ÿ”’โšก And it all starts with the basics. Ownership, borrowing, lifetimes. ๐Ÿงฑ๐Ÿ”„ Those who want can start from scratch or at the staff level. ๐Ÿšถโ€โ™‚๏ธ๐Ÿ‘จโ€๐Ÿ’ป

https://github.com/Develp10/rustinterviewquiestions ๐Ÿ”—

#Rust #Programming #InterviewPrep #SoftwareEngineering #SystemsProgramming #CareerGrowth
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Data Science Interview Questions.pdf
1.4 MB
Data Science Interview Questions

๐Ÿ’ก Here is your curated list for Data Science interviews!

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#DataScience #AI #MachineLearning #LLM #TechJobs #InterviewPrep
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๐Ÿ”– A useful training tool for Data Scientists ๐Ÿ“Š

๐Ÿซก Real-world tasks from IT companies;
๐Ÿซก SQL practice;
๐Ÿซก Python tasks;
๐Ÿซก Preparation for Data Science interviews.

โ›“ Link to the training tool
https://www.stratascratch.com/

๐Ÿท #DataScience #SQL #Python #InterviewPrep #TechTraining #DataAnalyst

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