X = base_model.output
X = Flatten()(X)
X = Dense(2048, activation='relu')(X)
X = Dropout(0.2)(X)
X = Dense(1024, activation='relu')(X)
X = Dropout(0.2)(X)
X = Dense(512, activation='relu')(X)
X = Dropout(0.2)(X)
X = Dense(256, activation='relu')(X)
X = Dropout(0.2)(X)
X = Dense(128, activation='relu')(X)
X = Dropout(0.2)(X)
X = Dense(64, activation='relu')(X)
predictions = Dense(outputs_number, activation="relu")(X)
вот нейроны