Continuous Delivery for AI applications · 2018-04-05 · Continuous Delivery for AI applications....

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Continuous Delivery for AI applications

Transcript of Continuous Delivery for AI applications · 2018-04-05 · Continuous Delivery for AI applications....

Page 1: Continuous Delivery for AI applications · 2018-04-05 · Continuous Delivery for AI applications. Significantly improve many applications on multiple domains “deep learning”

Continuous Delivery for AI applications

Page 2: Continuous Delivery for AI applications · 2018-04-05 · Continuous Delivery for AI applications. Significantly improve many applications on multiple domains “deep learning”

Significantly improve many applications on multiple domains

“deep learning” trend in the past 10 years

image understanding speech recognition natural language processing

Machine Learning

autonomy

Page 3: Continuous Delivery for AI applications · 2018-04-05 · Continuous Delivery for AI applications. Significantly improve many applications on multiple domains “deep learning”

Machine Learning at Amazon

Page 4: Continuous Delivery for AI applications · 2018-04-05 · Continuous Delivery for AI applications. Significantly improve many applications on multiple domains “deep learning”

The circle of ML

Front-End team

Data Engineering team

Analysts / DS team

DevOps team

Business Problem

Data

ML Model

ML Application

ML is great

How do we scale it?

How do we apply it?

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AWS AI Services

Page 6: Continuous Delivery for AI applications · 2018-04-05 · Continuous Delivery for AI applications. Significantly improve many applications on multiple domains “deep learning”

AWS CodeCommit AWS CodeDeployAWS CodePipeline

AWS CodeStar AWS CodeBuild

AWS Developer Tools

Page 7: Continuous Delivery for AI applications · 2018-04-05 · Continuous Delivery for AI applications. Significantly improve many applications on multiple domains “deep learning”

Deploying Prediction Functions using MXNetand ECS

Page 8: Continuous Delivery for AI applications · 2018-04-05 · Continuous Delivery for AI applications. Significantly improve many applications on multiple domains “deep learning”

Give It a spin

• https://aws.amazon.com/blogs/ai/deploy-deep-learning-models-on-amazon-ecs/