SageMaker Python SDK is an open source library that enables training and deploying machine learning models on Amazon SageMaker. It provides abstractions for working with popular deep learning frameworks including MXNet, PyTorch, and TensorFlow, as well as support for custom Docker-based algorithms and Amazon’s built-in ML algorithms. The SDK handles the full ML lifecycle including data preparation, training, and model hosting.