Understanding Multithreading vs. Multiprocessing in Data Science

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What is the purpose of the Global Interpreter Lock (GIL) in Python?

To ensure that only one thread executes Python bytecode at a time

Which of the following is an example of Inter-process communication (IPC)?

Shared memory

What is a potential issue that can arise when multiple threads access shared memory without proper synchronization?

Race condition

If a CPU-bound task needs to be parallelized across multiple cores, which approach should be used in Python?

<p>Multiprocessing</p> Signup and view all the answers

Which of the following is a common technique used for synchronizing access to shared resources between threads?

<p>All of the above</p> Signup and view all the answers

What is the advantage of using multiprocessing over multithreading for CPU-bound tasks in Python?

<p>Multiprocessing can take advantage of multiple cores</p> Signup and view all the answers

What is a potential drawback of using multiprocessing compared to multithreading in Python?

<p>Multiprocessing requires more memory overhead</p> Signup and view all the answers

What is the purpose of using a mutex (mutual exclusion) in multithreaded programming?

<p>To ensure that only one thread can access a shared resource at a time</p> Signup and view all the answers

Which of the following is a potential issue that can arise when using shared memory for inter-process communication?

<p>All of the above</p> Signup and view all the answers

What is the purpose of using a semaphore in multithreaded programming?

<p>To control the number of threads that can access a shared resource simultaneously</p> Signup and view all the answers

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