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In this post, we will discuss about concurrency and parallelism in python. We will look at Multithreading, Multiprocessing, Async programming and concurrency. In Python, concurrency is achieved with the help of threading and Async IO modules. A program running in parallel will be called as concurrent but the reverse is not true. The output of the code vary a lot in python and the output of python code varies a lot. We simply create a Pool object in multiprocessed which offers a convenient means to parallelize the execution of a function across multiple input values.