.. Created by Adam Cunnningham on Sat Dec 10 2016.

**Week 12: April 24 - 28**
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Non-Uniform Random Numbers
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The most interesting and useful probability distributions are not "uniform", although we do know an exact formula for them. We would therefore like a way to generate samples from any probability distribution. This week we develop a way to do this through an appropriate transformation of a uniform random number.

Week 12 Notebook
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- `View online <./Week12Notebook.html>`_
- :download:`Download <../Lessons/Week12/Week12Notebook.ipynb>`

NumPy
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- **numpy.random.randint**
- **numpy.random.normal**
- **numpy.random.randn**
- **numpy.random.choice**
- **argmin**, **argmax**

Matplotlib
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- **axvline**
- **axhline**

Quiz 10: NumPy Array Operations
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- Vectorized code
- Axis-dependent operations: **sum**, **mean**, **amin**, **amax**

:download:`Sample Quiz 10 <../Quizzes/Quiz10Sample.pdf>`

Report 6
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:doc:`random_numbers`