sachinruk/sagemaker

Sagemaker PyTorch Lightning Tutorials

This is a tutorial on how to train and deploy a model in Sagemaker WITHOUT using notebooks (Sagemaker Studio). We will train and deploy a MNIST classifier. We also show how to install external libraries (pytorch lightning) in the process.

If you wish to learn more about Deep Learning and have a guided walk through of tutorial, please sign up to my DL course.

Lessons

1. S3 (Simple Storage Service)
2. IAM (Identity Access Management)
3. Sagemaker Preprocessing
4. Sagemaker Training
5. Sagemaker Inference.

References

• https://github.com/aletheia/mnist_pl_sagemaker
• https://sagemaker-examples.readthedocs.io/en/latest/frameworks/pytorch/get_started_mnist_deploy.html
• https://sagemaker.readthedocs.io/en/stable/overview.html#consuming-sagemaker-model-packages