diff --git a/deep_learning4e.py b/deep_learning4e.py
index 9f5b0a8f7..0db399ea9 100644
--- a/deep_learning4e.py
+++ b/deep_learning4e.py
@@ -6,7 +6,7 @@
import numpy as np
from keras import Sequential, optimizers
from keras.layers import Embedding, SimpleRNN, Dense
-from keras.preprocessing import sequence
+from keras.utils import pad_sequences # version 2.9
from utils4e import (conv1D, gaussian_kernel, element_wise_product, vector_add, random_weights,
scalar_vector_product, map_vector, mean_squared_error_loss)
@@ -518,8 +518,8 @@ def keras_dataset_loader(dataset, max_length=500):
# init dataset
(X_train, y_train), (X_val, y_val) = dataset
if max_length > 0:
- X_train = sequence.pad_sequences(X_train, maxlen=max_length)
- X_val = sequence.pad_sequences(X_val, maxlen=max_length)
+ X_train = pad_sequences(X_train, maxlen=max_length)
+ X_val = pad_sequences(X_val, maxlen=max_length)
return (X_train[10:], y_train[10:]), (X_val, y_val), (X_train[:10], y_train[:10])
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