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# PyMc3 version
# https://github.com/probml/pyprobml/blob/master/notebooks/bayes/schools8_pymc3.ipynb


    

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%matplotlib inline
import sklearn
import scipy.stats as stats
import scipy.optimize
import matplotlib.pyplot as plt
import seaborn as sns
import time
import numpy as np
import os
import pandas as pd


    

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!pip install numpyro

#!pip install pymc3==3.8
#import pymc3 as pm
#pm.__version__
#import theano.tensor as tt
#import theano

!pip install arviz
import arviz as az