InfoQ Homepage Deployment Content on InfoQ
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Navigating LLM Deployment: Tips, Tricks, and Techniques
Meryem Arik discusses some of the best practices in model optimization, serving and monitoring - with practical tips and real case-studies.
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Developing above the Cloud
Paul Biggar talks about Darklang, a language designed to run on the cloud. By combining many things below the programming language abstraction layer, it resulted in less complexity for the developer.
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Orchestrating Hybrid Workflows with Apache Airflow
Ricardo Sueiras discusses how to leverage Apache Airflow to orchestrate a workflow using data sources inside and outside the cloud.
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With Observability, Cloud Deployments Don’t Have to Be Scary
Martin Thwaites discusses how to have the confidence to deploy at will. This ability allows developers and the wider team to know when things go wrong, and remediate them quickly.
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Simplify and Accelerate Kubernetes Adoption
The panelists explain how to avoid underperforming deployments and prevent excessive cost, providing concrete advice on how to overcome game-stopping barriers such as Kubernetes skill gaps.
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K8s: Rampant Pragmatism in the Cloud at Starling Bank
Jason Maude explores Starling’s technical philosophy of rampant pragmatism and how they applied it to their delivery pipeline.
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Prod Lessons - Deployment Validation and Graceful Degradation
Anika Mukherji discusses lessons learned in production at Pinterest: deployment validation framework and product-informed graceful degradation, preventing hundreds of outages.
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The Unreasonable Effectiveness of Zero Shot Learning
Roland Meertens shows how one can get started deploying models without requiring any data, discussing foundational models, and examples of them, such as GPT-3 and OpenAI CLIP.
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Paving the Road to Production
Graham Jenson shares his experience of creating "paved roads" and deploying pipelines at Coinbase for the past five years, and what the advantages of doing that are.
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AutoZone and the Road to Cloud-Native
Daniel Church, Alex Wang and Kevin Ponds discuss AutoZone’s journey to a hybrid cloud solution that uses the Pivotal Platform.
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Deploy on Friday!
Jürgen Hoffmann discusses solving deployment issues, covering observability, blue/green deployment, consumer-driven contract testing, Resilience4j, Micrometer, Concourse CI + Spinnaker, and others.
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ML's Hidden Tasks: A Checklist for Developers When Building ML Systems
Jade Abbott discusses the set of unexpected things that go on the "take it to production" checklist in the case of machine learning, and what are the tools that can help.
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