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developer-roadmap/roadmaps/python-data-analysis/content/random-module@XizmE-QroU4GJbjvqNYxe.md
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# Random Module
NumPy's `random` module generates pseudorandom numbers and samples. It provides functions for creating random arrays, sampling from distributions (normal, uniform, binomial), and setting a seed for reproducibility. Random number generation is used in simulation, bootstrapping, and initializing machine learning models.
Visit the following resources to learn more:
- [@article@Random Numbers in NumPy](https://www.w3schools.com/python/numpy/numpy_random.asp)
- [@article@Numpy Random](https://www.programiz.com/python-programming/numpy/random)
- [@video@Random numbers in NumPy are easy! 🎲](https://www.youtube.com/watch?v=Ql5zGPtxlHY&pp=ygUNIG51bXB5IHJhbmRvbQ%3D%3D)