O'Reilly Strata Data and AI Superstream

You’ll get access to O’Reilly data and AI experts. Deep dives into some of the hottest topics in the industry. Intriguing case studies. And a chance to try out new technologies in a live coding environment—all without stepping onto a plane.

Day One

ML in Production

You’ve built a cool model and you want to get it in front of users. Whether you need to break free of Jupyter Notebooks, resolve problems that plague a majority of machine learning projects, or deploy machine learning models and applications to the cloud, these sessions offer a variety of strategies and practices from top companies for deploying machine learning projects in production.

Day Two

Streaming Data

Stream processing is key to data integration, as companies must efficiently and effectively process and analyze growing amounts of data in real time. The architecture, features, and capabilities of tools like Spark, Flink, Kafka, Pulsar, and Ray help businesses grow and thrive at a faster pace. These sessions explore streaming and real-time data and how to store, scale, and analyze this gold mine of information.

What you'll learn-and how you can apply it

Day One features content on Machine Learning in Production. We will cover the following:

• MLOps with Jenkins and Prometheus
• MLFlow and Kubeflow fundamentals
• Optimizing ML for production

Day Two features content on Streaming Data. We will cover the following:

• Apache Spark on Kubernetes
• Digital Twins
• A Lyft case study
• Batch and stream processing with Apache Beam

This Superstream is for you because...

You'll fast-track career-boosting skills with this event via technical sessions and interactive Katacoda training.

Prerequisites:

An understanding of data science and machine learning fundamentals.

About your hosts

Alistair Croll is a best-selling author specializing in technology and business strategy. He co-founded Coradiant (acquired by BMC in 2011) and helped launch Rednod, CloudOps, Bitcurrent, Year One Labs, and other early-stage companies. He works with startups on business acceleration and advises companies on innovation and technology. Alistair tries to mitigate chronic ADD by writing about far too many things at Solve For Interesting.

Rachel Roumeliotis, vice president of content strategy at O'Reilly, leads an editorial team that covers a wide variety of topics ranging from full-stack to open source in the enterprise to emerging programming languages. She’s a program chair of O’Reilly’s OSCON, TensorFlow World, and Strata Data & AI Conferences. Rachel has been working in technical publishing for 10 years, acquiring content in many areas including mobile programming, UX, computer security, and AI.