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Demystifying MLOps: From Notebook to ML Application

Xebia

This post is based on a tutorial given at EuroPython 2023 in Prague: How to MLOps: Experiment tracking & deployment and a Code Breakfast given at Xebia Data together with Jeroen Overschie. Code is made available here. We recommend you to follow along with the code while going through the technical part of this post.

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A Practical Approach for Shifting Left

Tenable

As a critical part of DevSecOps, shifting left has become a key aspect of the modern software development process. Traditionally, security was applied at the end of the software development lifecycle (the right side) and treated as an afterthought. Test-driven development is centered on shift left testing in the coding phase.

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Cybersecurity Snapshot: NSA Picks Top Cloud Security Practices, while CNCF Looks at How Cloud Native Can Facilitate AI Adoption

Tenable

Secure continuous integration and continuous delivery (CI/CD) pipelines with, for example, strong IAM, log audits and secrets management. Use infrastructure-as-code to automate deployment of cloud resources. This can be a roadblock for organizations otherwise eager to deploy AI and machine learning tools.

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9 Types of Software Tests for Application Development

Datavail

Comprehensive software testing is an essential part of application development. These 9 software tests help your AppDev team discover problems long before the application goes into production. Functional testing focuses on your software’s functions to ensure that they’re working correctly. Cross-browser Testing.

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Key #3 to Remote Application Development: DevOps

Datavail

.” Common DevOps practices include: Continuous integration/continuous delivery (CI/CD) , in which developers make small, incremental changes to the code base that are immediately ready to be released into production. Automation from start to finish, from code generation and testing to deployment and monitoring.

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Cybersecurity Snapshot: Log4j Anniversary, CI/CD Risks, Infostealers, Email Attacks, OT Security

Tenable

Cyber Safety Review Board published a 50-plus page report on the Log4j event, and a key takeaway was that Log4Shell is an “endemic vulnerability” that’ll be around for a decade — or perhaps longer. . Here’s the list of OWASP’s top risks for CI/CD (continuous integration / continuous delivery) ecosystems: Insufficient Flow Control Mechanisms.

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Clearing Out Your AppDev Backlog

Datavail

Continuous integration/continuous deployment (CI/CD). Continuous integration and continuous deployment (CI/CD) are two interrelated concepts that are frequently employed in the agile and DevOps methodologies. Low-code and/or no-code platforms. MVP development. Backlog refinement.