You can now enhance the security and visibility of Amazon Machine Learning API calls with AWS CloudTrail,to deliver log files containing records of your API calls. You can expend AWS CloudTrail logs for security analysis to troubleshoot operational and security incidents, or for auditing and resource tracking for your Amazon ML API usage. You can receive logs for Amazon Machine Learning API calls when you turn on AWS CloudTrail from the AWS CloudTrail console.
Source: amazon.com