fonnesbeck
/ Covariate Model-First_Paper.ipynb
Created Oct 25, 2019
View Covariate Model-First_Paper.ipynb
Sorry, something went wrong. Reload?
Sorry, we cannot display this file.
Sorry, this file is invalid so it cannot be displayed.
fonnesbeck
/ Tables.ipynb
Created Oct 24, 2019
View Tables.ipynb
Sorry, something went wrong. Reload?
Sorry, we cannot display this file.
Sorry, this file is invalid so it cannot be displayed.
View StudentT.ipynb
Sorry, something went wrong. Reload?
Sorry, we cannot display this file.
Sorry, this file is invalid so it cannot be displayed.
fonnesbeck
/ more_curves.py
Created May 31, 2019
View more_curves.py
| more_curves = [1810, 2225, 3015] | |
| with curve_spin_model: | |
| pm.set_data({'spin': more_curves}) | |
| post_pred = pm.sample_posterior_predictive(trace, samples=1000) |
fonnesbeck
/ glm_data.py
Created May 31, 2019
View glm_data.py
| df = pd.DataFrame(dict(y=np.array([2, 4, 2, 0, 4]))) | |
| with pm.Model() as glm: | |
| x = np.array([0.3, 1.1, 0.6, -0.2, 3.3]) | |
| pm.glm.GLM.from_formula('y ~ x', data=df, family=pm.glm.families.Poisson()) |
fonnesbeck
/ predict_curves.py
Last active Jun 1, 2019
View predict_curves.py
| traces = {} | |
| for year in years: | |
| with curve_spin_model: | |
| year_data = curveball_data.query('year==@year') | |
| pm.set_data({'spin': year_data.spin_rate, | |
| 'swing_miss': year_data.miss}) | |
| traces[year] = pm.sample(1000, tune=2000, | |
| cores=2, progressbar=False) |
fonnesbeck
/ curve_spin_model.py
Created May 31, 2019
View curve_spin_model.py
| with pm.Model() as curve_spin_model: | |
| spin = pm.Data('spin', curveball_data['spin_rate']) | |
| β = pm.Normal('β', shape=2) | |
| θ = β[0] + β[1]*(spin/1000) | |
| swing_miss = pm.Data('swing_miss', curveball_data['miss']) | |
| miss = pm.Bernoulli('miss', pm.invlogit(θ), observed=swing_miss) |
fonnesbeck
/ Measles Dynamics2.ipynb
Last active May 9, 2019
View Measles Dynamics2.ipynb
Sorry, something went wrong. Reload?
Sorry, we cannot display this file.
Sorry, this file is invalid so it cannot be displayed.
fonnesbeck
/ simple_compare_example.ipynb
Created Apr 22, 2019
View simple_compare_example.ipynb
Sorry, something went wrong. Reload?
Sorry, we cannot display this file.
Sorry, this file is invalid so it cannot be displayed.
fonnesbeck
/ Fonnesbeck_analytics_exercise.ipynb
Last active Mar 25, 2019
View Fonnesbeck_analytics_exercise.ipynb
Sorry, something went wrong. Reload?
Sorry, we cannot display this file.
Sorry, this file is invalid so it cannot be displayed.
NewerOlder