MCQ Quiz on Model Serialization

Which serialization format is most suitable for saving scikit-learn models for quick prototyping in Python?

• ONNX

• Pickle

• TensorFlow SavedModel

• PMML

What is a primary advantage of using ONNX for model deployment?

• It supports only TensorFlow models

• It is cross-framework and cross-language compatible

• It requires Python to run

• It is slower than pickle

Which TensorFlow format is considered legacy but still widely used for saving Keras models?

• SavedModel

• HDF5 (‘.h5‘)

• ONNX

• PMML

Which of the following formats is NOT suitable for loading models directly in JavaScript environments?

• TensorFlow SavedModel

• ONNX

• Pickle

• TensorFlow.js format

Which format would you typically convert a PyTorch model to if you want to deploy it in a mobile or embedded environment?

• PMML

• Pickle

• ONNX

• TensorFlow ‘.h5‘