{0xc00044b600 0xc0004cf0c0} Challenges with scaling machine learning :: Distributed training with Amazon SageMaker / Amazon EKS Workshop

Challenges with scaling machine learning

challenges

There are two key challenges associated with scaling machine learning computation.

  1. Development setup on a single computer or instance doesn’t translate well when deploying to cluster
  2. Managing infrastructure is challenging for machine learning researchers, data scientists and developer without IT/ops background