Powerful Cloud-Based Coding Environment

# NumeraPi.ai AI-powered analysis

import

tensorflow

as

tf

from

model

import

DeepLearningModel

def

train_model

(data, params):

    model = DeepLearningModel(**params)

    # ERROR: Missing batch size

    # AI Fix: Add batch_size parameter

    batch_size = params.get('batch_size', 32)

    model.compile(

        optimizer='adam',

        loss='categorical_crossentropy'

    )

    # AI Suggestion: Use early stopping

    return model.fit(data, epochs=10, batch_size=batch_size)