Deployment Paradigms

Understanding ML deployment patterns and trade-offs.

Deployment Modes

Batch Inference

# Process all data at once
def batch_inference(model, data_path, output_path):
    data = pd.read_parquet(data_path)
    predictions = model.predict(data)
    predictions.to_parquet(output_path)