Infrastructure

Presentations

CI/CD for Machine Learning

Machine Learning is now widely used across our industry, yet we have very limited tooling when it comes to automating the ML model versioning, testing, and release. We will show how a CI/CD pipeline for ML can greatly improve both your productivity and the reliability of your software.

Sasha Rosenbaum Program Manager on the Azure DevOps Engineering Team @Microsoft
AWS Cloud Development Kit (CDK)

The AWS Cloud Development Kit (CDK) allows you to describe your application’s infrastructure using a general-purpose programming language, such as TypeScript, JavaScript or Python. This opens up familiar avenues for working with your infrastructure, such as using your favorite...

Richard Boyd Developer Tooling Advocate @AWSCloud & CDK Core Contributor
Snowflake Architecture: Building a Data Warehouse for the Cloud

At Snowflake, we wanted to architect a data warehouse from the ground up to leverage all the benefits of the cloud. Unlike shared-storage architectures that tie storage and compute together, we built a single integrated system with fully independent scaling for compute, storage and services. In...

Thierry Cruanes Co-founder Snowflake Computing @SnowflakeDB
Helm 3: A Mariner's Delight

Adjusting your spyglass and looking out over the water, you can see how useful a package manager like Helm is. Perhaps you’ve used it to manage the fractal complexity of packages on your Kubernetes clusters (without losing track of versions stashed in the hold). But Helm 3 is rumored to be...

Lachlan Evenson Principal Program Manager @Microsoft & K8s Release Lead for 1.16
DevOps & Lean Thinking Open Space

Session details to follow.

DevOps & Lean Thinking Panel

What are the latest trends and processes in DevOps & Lean Thinking? This panel will discuss what areas will enhance your team and platform's performance.

Cat Swetel Agile Methods Coach & Advocate for Woman in Tech
Ben Rockwood VP, Production Engineering @packethost
Damon Edwards Co-Founder and Chief Product Officer @Rundeck

Interviews

Sasha Rosenbaum Program Manager on the Azure DevOps Engineering Team @Microsoft

CI/CD for Machine Learning

What do you want people to leave the talk with?

If I had to summarize it in one line it would be any CI/CD pipeline is better than none. If you're going to automate major key pieces of this process will make your life a lot easier, simplify it and add speed to your deployments.

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