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Computer Vision on AWS
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Amazon SageMaker is a comprehensive suite of services and capabilities that aims to bring ML to every developer, business analyst, and data scientist. You can mix and match its tooling with your existing environment or leverage it entirely for your ML model needs.
You also recreated Jian Yang’s famous hotdog classifier using the AWS console and the built-in image classifier. While this step was more involved than Chapter 4, it didn’t require a Ph.D. in data science. Hopefully, that gives you the confidence to experiment with twenty-four built-in algorithms plus the thousands available through AWS Marketplace.
You also observed how Amazon SageMaker’s CloudWatch integration standardizes where you look for performance and troubleshooting information. Within a matter of clicks, you can drill down to specific error messages. Finally, the AWS CLI simplifies exporting the job definitions for programmatic access. Then, you learned that even datasets that...