Data ingest: AWS Lambda (JavaScript) using the Serverless Framework to Kinesis Firehose. Continuous Training: Lambdas triggering SageMaker BYO training jobs.

Data ingest: AWS Lambda (JavaScript) using the Serverless Framework to Kinesis Firehose. Continuous Training: Lambdas triggering SageMaker BYO training jobs. Continuous Model Deployment: Lambdas polling SageMaker training jobs to update SageMaker BYO endpoints. Inference endpoint: Lambda proxying to a SageMaker endpoint. Our BYO endpoints allow us to do batch inference without a bunch of round trips between Lambda and SageMaker. If endpoint costs get too high, we’ll implement some caching at the lambda layer.