Strata Data and AI Superstream
Published by O'Reilly Media, Inc.
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 live event 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.
Schedule
The time frames are only estimates and may vary according to how the class is progressing.
DAY ONE:
9:00 AM PT | 12:00 PM ET | 4:00 PM UTC/GMT
- Shubhankar Jain, Aliaksandr Padvitselski & Jin Yang: Accelerating Your Organization: Making Data Optimal for ML
10:00 AM PT | 1:00 PM ET | 5:00 PM UTC/GMT
- Manasi Vartak: Robust ML Ops with Open Source: ModelDB, Jenkins, and Prometheus
11:00 AM PT | 2:00 PM ET | 6:00 PM UTC/GMT
- Chris Fregly: Continuous ML and AI: Hands-On with Kubeflow and MLflow Pipelines
12:30 PM PT | 3:30 PM ET | 7:30 PM UTC/GMT
- Liqun Shao: Distributed Training in the Cloud for Production-Level NLP Models
DAY TWO:
9:00 AM PT | 12:00 PM ET | 4:00 PM UTC/GMT
- Kai Wahner: Streaming microservice architectures with Kafka and Istio service mesh
10:00 AM PT | 1:00 PM ET | 5:00 PM UTC/GMT
- Dave Nielsen: Redis + Spark Structured Streaming: Scale out your continuous app
11:00 AM PT | 2:00 PM ET | 6:00 PM UTC/GMT
- Micah Wylde: How Lyft Built a Streaming Data Platform on Kubernetes
12:00 PM PT | 3:00 PM ET | 7:00 PM UTC/GMT
- Austin Bennett: Unifying Batch and Stream Processing with Apache Beam
Your Hosts and Selected Speakers
Rachel Roumeliotis
Rachel Roumeliotis is a vice president of content strategy at O'Reilly, where she leads an editorial team that covers a wide variety of programming topics ranging from data and AI to open source in the enterprise to emerging programming languages. Previously, she was a programming chair of O'Reilly's Open Source Software, Fluent, Security, and Software Architecture Conference series, the last of which she cocreated with Neal Ford. Rachel has been working in technical publishing for 14+ years, acquiring content in many areas, including software development, UX, computer security, and AI.
Alistair Croll
Alistair Croll is an entrepreneur, author, and conference organizer. He's written four books on technology and society, including the best-selling Lean Analytics, which has been translated into eight languages. He's the cofounder of web performance startup Coradiant (acquired by BMC), the Year One Labs startup accelerator, and a number of other early-stage companies.
A prolific speaker, Alistair was a visiting executive at Harvard Business School, where he helped create a course on data science and critical thinking. He's founded and chaired a number of the world's leading technology events including Cloud Connect, Strata, Startupfest, Scaletech, and the FWD50 Digital Government conference. He's currently working on Just Evil Enough, the subversive marketing playbook. Alistair lives in Montreal, Canada, and writes at acroll.substack.com.