ageron / ageron/handson-ml2

Chapter 10 runtime error from grid search neural network paramaters

Abierto
#103 6 comentarios 0 reacciones 0 asignados Ver en GitHub
Lenguaje dominante
Jupyter Notebook
Estrellas
30k
Forks
13.1k
Métricas de merge de PR
Sin PR fusionados en 30 d

Descripción

```python
keras_reg = keras.wrappers.scikit_learn.KerasRegressor(build_model)
keras_reg.fit(
X_train,
y_train,
epochs=100,
validation_data=(X_valid, y_valid),
callbacks=[keras.callbacks.EarlyStopping(patience=10)],
)
mse_test = keras_reg.score(X_test, y_test)

param_distribs = {
"n_hidden": [0, 1, 2, 3],
"n_neurons": np.arange(1, 100),
"learning_rate": reciprocal(3e-4, 3e-2),
}

rnd_search_cv = RandomizedSearchCV(keras_reg, param_distribs, n_iter=10, cv=3)
rnd_search_cv.fit(
X_train,
y_train,
epochs=100,
validation_data=(X_valid, y_valid),
callbacks=[keras.callbacks.EarlyStopping(patience=10)],
)
```

This code yields this error:

```python
Traceback (most recent call last):
File "", line 6, in
File "/home/nick/.cache/pypoetry/virtualenvs/hml-EoLX4ttF-py3.7/lib/python3.7/site-packages/sklearn/model_selection/_search.py", line 736, in fit
**self.best_params_))
File "/home/nick/.cache/pypoetry/virtualenvs/hml-EoLX4ttF-py3.7/lib/python3.7/site-packages/sklearn/base.py", line 82, in clone
(estimator, name))
RuntimeError: Cannot clone object , as the constructor either does not set or modifies parameter learning_rate
```

Any idea why?

Guía de contribución

No hay ninguna guía de contribución indexada para este repositorio

Evaluación

Este issue todavía no se ha evaluado.

Recibe los nuevos issues en tu correo

Un resumen breve de issues de GitHub para principiantes.