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The Quality of Auto-Generated Code

O'Reilly

Kevlin Henney and I were riffing on some ideas about GitHub Copilot , the tool for automatically generating code base on GPT-3’s language model, trained on the body of code that’s in GitHub. First, we wondered about code quality. But we don’t have methods to test for code that’s “good.”

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Unmatched scalability and security of Dynatrace extensions now available for all supported technologies: 7 reasons to migrate your JMX and Python plugins

Dynatrace

are technologically very different, Python and JMX extensions designed for Extension Framework 1.0 focused on technology coverage, building on the flexibility of JMX for Java and Python-based coded extensions for everything else. Python data source—brings the flexibility of coding where declarative extensions are not enough.

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AI Prowess: Harnessing Docker for Streamlined Deployment and Scalability of Machine Learning Applications

DZone

Traditional approaches often need help operationalizing ML models due to factors like discrepancies between training and serving environments or the difficulties in scaling up. The proposed methodology encapsulates the ML models and their environment into a standardized Docker container unit.

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Nurturing Design in Your Software Engineering Culture

Strategic Tech

I believe that attitude towards the design of code and architecture is one of them. In my experience, the culture is better and the results are better in orgs where engineers and architects obsess over the design of code and architecture. Both valuing design and striving for continuous delivery are necessary.

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Migrating a privacy-safe information extraction system to a Software 2.0 design

The Morning Paper

design , Sheng, CIDR’20. ’ design. Replacing these rules with a machine learned component dramatically simplified the code base (45 Kloc deleted) and set the system back onto a growth and improvement trajectory. we spend the majority of our effort on writing code, expressing how the system achieves its goals.

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RSA guide 2024: AI and security are top concerns for organizations in every industry

Dynatrace

As organizations train generative AI systems with critical data, they must be aware of the security and compliance risks. blog Generative AI is an artificial intelligence model that can generate new content—text, images, audio, code—based on existing data. What is generative AI?

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Towards federated learning at scale: system design

The Morning Paper

Towards federated learning at scale: system design Bonawitz et al., Federated Learning (FL) is a distributed machine learning approach which enables training on a large corpus of decentralized data residing on devices like mobile phones. No individual updates are stored in the cloud, and no training data leaves the device.

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