The ability to save (serialize) and load (deserialize) trained models is fundamental to machine learning frameworks. Training a neural network can take hours, days or even weeks on expensive hardware, so developers need to save their work and share with others. Every major framework (PyTorch, Tensorflow, scikit-learn) implements these features because without it, machine learning would be impractical at scale.
