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Shadow Deployment of ML Models With Amazon SageMaker

 Towards AI

Validate the performance of new ML models by comparing them to production models with Amazon SageMaker shadow testing AWS has announced the shadow model deployment strategy support in Amazon SageMaker...

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Deployment Strategies

 Level Up Coding

When it comes to deployment, one major question you may have is what deployment pattern (strategy or type) I should pick. Some of the strategies are quick to implement but have a lot of downsides, whi...

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Zero-downtime deployments

 Software Architecture with C plus plus

There are two common ways to minimize the risk of downtime during deployments: blue-green deployments and canary releases . You can use the Envoy sidecar when introducing any of those two.

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Deployment

 Full Stack Python

Web application deployment involves packaging and running your app on a server. Learn more about deployments on Full Stack Python.

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Deployment and operational views

 Software Architecture with C plus plus

If you have a non-standard or complex deployment environment, such as specific needs with regard to hardware, third-party software or networking requirements, consider documenting it in a separate dep...

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📝 Guest post: The Rise of Shadow AI*

 TheSequence

In TheSequence Guest Post our partners explain in detail what ML and AI challenges they help deal with. In this article, Fara Hain from Run:ai discusses the problem of ‘shadow AI’ – when siloed teams ...

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Shadowfier

 Level Up Coding

Generating authentic product shadows using image-processing photo by @kadircelep on unsplash.com Recently, I have been working on a problem statement to generate studio-style product catalogue images...

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Deploy

 CherryPy Documentation and Tutorials

Deploy CherryPy stands on its own, but as an application server, it is often located in shared or complex environments. For this reason, it is not uncommon to run CherryPy behind a reverse proxy or us...

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Deployment - Intro

 FastAPI Documentation

Deployment - Intro Deploying a FastAPI application is relatively easy. What Does Deployment Mean To deploy an application means to perform the necessary steps to make it available to the users . For ...

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Deployment Options

 Flask User's Guide

Deployment Options While lightweight and easy to use, Flask’s built-in server is not suitable for production as it doesn’t scale well. Some of the options available for properly running Flask in produ...

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Model Deployment — Conclusion

 Becoming Human: Artificial Intelligence Magazine

This is the concluding article of the Model Deployment Series. In this series we saw various techniques which can be used to deployed any ML model. We also touched the upper layer of the CICD via Git…...

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Deploying your system

 Software Architecture with C plus plus

Even though deploying services sounds easy, there's a lot of things to think about if you take a closer look. This section will describe how to perform efficient deployments, configure your services a...

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