There’s real value in big data and more waiting when you add real-time, but to get the payoff, you need successful deployments of your machine learning, AI, and data-intensive applications. You need to be ready with your current applications in production but must have an architecture and infrastructure that are ready for the next ones as well.
Production has never been easy, and it’s even more challenging at large scale and distributed across data centers, but it’s being done and done well. Fortunately, new technologies for infrastructure and for data and application management have made it much easier to get systems into production.
Ted Dunning explores how these new tools change how production systems can work and details the tools and techniques real teams are using to build real systems.
This keynote is sponsored by MapR.
Ted Dunning is the chief technology officer at MapR, an HPE company. He’s also a board member for the Apache Software Foundation, a PMC member, and committer on a number of projects. Ted has years of experience with machine learning and other big data solutions across a range of sectors. He’s contributed to clustering, classification, and matrix decomposition algorithms in Mahout and to the new Mahout Math library and designed the t-digest algorithm used in several open source projects and by a variety of companies. Previously, Ted was chief architect behind the MusicMatch (now Yahoo Music) and Veoh recommendation systems and built fraud-detection systems for ID Analytics (LifeLock). Ted has coauthored a number of books on big data topics, including several published by O’Reilly related to machine learning, and has 24 issued patents to date plus a dozen pending. He holds a PhD in computing science from the University of Sheffield. When he’s not doing data science, he plays guitar and mandolin. He also bought the beer at the first Hadoop user group meeting.
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