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downloaded your github, and started stepping through the code.
Imports and setup section went fine (I have all the requirements)
Here is the Linear regression output:
print('Running on PyMC3 v{}'.format(pm.__version__))# Set up basic parameters
num_features = 10
num_observed = 1000
--> Running on PyMC3 v3.7
# Choose random values for the actual alpha and betas
alpha_a = random.normal(size=1)
betas_a = random.normal(size = num_features)
# Create fake predictor data
X_train = random.normal(size=(num_observed, num_features))
# Calculate the actual data, but put a bit of noise in
y_a = alpha_a + nsum(betas_a[None,:] * X_train, 1) + random.normal(size=(num_observed))
# Set up the PyMC model
lin_reg_model = pm.Model()
with lin_reg_model:
#Note: You can parametrize your functions by either tau or sigma
#where tau = 1/sigma^2
# This is a change from PyMC2
alpha = pm.Normal('alpha', mu=0, tau=10.**-2, shape=(1))
betas = pm.Normal('betas', mu=0, tau=10. ** -2, shape=(1, num_features))
# Simulate the noise
s = pm.HalfNormal('s', tau=1)
temp = alpha + T.dot(betas, X_train.T)
y = pm.Normal('y', mu=temp , tau=s ** -2, observed=y_a)
I had no errors in any of the jupyter cells so far. But the next cell was:
lin_reg_model = pm.Model()# Sample from the model
with lin_reg_model:
step = pm.NUTS()
nuts_trace = pm.sample(2e3, step)
and it said this:
ValueError Traceback (most recent call last)
<ipython-input-13-da803d520ecc> in <module>
1 lin_reg_model = pm.Model()# Sample from the model
2 with lin_reg_model:
----> 3 step = pm.NUTS()
4 nuts_trace = pm.sample(2e3, step)
~/miniconda3/envs/p37cu10pyToTf/lib/python3.7/site-packages/pymc3/step_methods/arraystep.py in __new__(cls, *args, **kwargs)
53
54 if len(vars) == 0:
---> 55 raise ValueError('No free random variables to sample.')
56
57 if not blocked and len(vars) > 1:
ValueError: No free random variables to sample.
help?
The text was updated successfully, but these errors were encountered:
I'm new to pymc3 and trying to learn how to use it.
I was following allowing with your video here:
https://www.youtube.com/watch?v=rZvro4-nFIk
downloaded your github, and started stepping through the code.
Imports and setup section went fine (I have all the requirements)
Here is the Linear regression output:
--> Running on PyMC3 v3.7
I had no errors in any of the jupyter cells so far. But the next cell was:
and it said this:
help?
The text was updated successfully, but these errors were encountered: