Recently O’Reilly Ben Lorica interviewed Ion Stoica, UC Berkeley professor and databricks CEO, about history of apache spark. Ion Stoica有许多头衔，UC Berkeley计算机教授，AMPLab共同创始人。如果说弹性P2P协议Chord改变了互联网的信息享方式，那么Spark、Mesos和Databricks就在改变处理和分析数据的方式。 Tags: deep learning , distributed machine learning , Machine Learning , spark Ion Stoica, founder of Spark from UC Berkeley, will be speaking at the first China Ray meetup this Saturday(6/22) afternoon in Beijing. In Proceedings of the ACM SIGMOD/PODS Conference (Melbourne, Australia, May 31-June 4). Ion Stoica "The goal is to build a new generation of data analytics software, to be used across academia and industry," says Berkeley professor Ion Stoica, part of the team behind Spark. PACMan: Coordinated Memory Caching for Parallel Jobs Spark: Cluster Computing with Working Sets. Over the past two years, our group has worked to deploy Spark to a wide range of or- - Why is the system slow? SIGMOD 2016. Ion Stoica is a professor in the Electrical Engineering and Computer Sciences (EECS) Department at the University of California, Berkeley, where he researches cloud computing and networked computer systems. ... Apache spark: a unified engine for big data processing. Spark had it’s humble beginning as a research project at UC Berkeley. ACM Press, New York, 2015. Accelerating Spark Adoption 2 3. Philipp Moritz, Robert Nishihara, Ion Stoica, Michael Jordan International Conference on Learning Representations (ICLR), May. Offering Spark as a service eliminates the arduous task for setting up and maintaining an in-house implementation of Spark, Stoica noted. Structured Streaming: A Declarative API for Real-Time Applications in Apache Spark Michael Armbrust†, Tathagata Das†, Joseph Torres†, Burak Yavuz†, Shixiong Zhu†, Reynold Xin†, Ali Ghodsi†, Ion Stoica†, Matei Zaharia†‡ †Databricks Inc., ‡Stanford University Abstract With the ubiquity of real-time data, organizations need streaming - Detect spam, worms, viruses, DDoS attacks Decisions, e.g., - Decide what feature to add - Decide what ad to show - Block worms, viruses, He is also the co-founder of Anyscale, a company started to commercialize Ray by offering tools and services for enterprises looking to adopt Ray. University of California, Berkeley. Authors: Philipp Moritz, Robert Nishihara, Ion Stoica, Michael I. Jordan. 2016. Ion Stoica Scott Shenker: Website: cs.stanford.edu /~matei / Matei Zaharia is a Romanian-Canadian computer scientist and the creator of Apache Spark. Why Spark? Analytics Stack (BDAS) Overview Ion Stoica UC Berkeley. Reports, e.g., - Track business processes, transactions Diagnosis, e.g., - Why is user engagement dropping? He is currently doing research on cloud computing and AI systems. 翻译：Esri 卢萌 Today Spark is part of every major Hadoop distribution: Cloudera, Hortonworks, IBM, MapR, and Pivotal. The RISE Lab is led by Ion Stoica, a professor of computer science at Berkeley. Ray is a project from the Berkeley RISE Lab, the same place that gave rise to Spark, Mesos, and Alluxio. He is also the co-founder of Anyscale, a company started to commercialize Ray by offering tools and services for enterprises looking to adopt Ray. Apache Spark is an open-source distributed general-purpose cluster-computing framework.Spark provides an interface for programming entire clusters with implicit data parallelism and fault tolerance.Originally developed at the University of California, Berkeley's AMPLab, the Spark codebase was later donated to the Apache Software Foundation, which has maintained it since. ... Armbrust, M. et al. Sameer Agarwal, Srikanth Kandula, Nicolas Bruno, Ming-Chuan Wu, Ion Stoica, Jingren Zhou 9th USENIX Symposium on Networked Systems Design and Implementation (NSDI 2012), Apr. MapReduce and Spark (and MPI) (Lecture 22, cs262a) Ali Ghodsi and Ion Stoica, UC Berkeley April 11, 2018. Past work includes Apache Spark, Apache Mesos, Tachyon, Chord DHT, and Dynamic Packet State (DPS). We've done better than expected. Ion Stoica is a Professor in the EECS Department at University of California at Berkeley. Past work includes Apache Spark, Apache Mesos, Tachyon, Chord DHT, and Dynamic Packet State (DPS). Josh Rosen, Ion Stoica, Patrick Wendell, Reynold Xin, Matei Zahariay Databricks Inc. yMIT CSAIL ABSTRACT Apache Spark is one of the most widely used open source processing engines for big data, with rich language-integrated APIs and a wide range of libraries. View Profile. Ion Stoica. Berkeley Data. Ion Stoica: When we founded Databricks, the key goal was to drive the adoption of the Apache Spark ecosystem. June 2016. You can find more about the research behind Spark in the following papers: SparkR: Scaling R Programs with Spark, Shivaram Venkataraman, Zongheng Yang, Davies Liu, Eric Liang, Hossein Falaki, Xiangrui Meng, Reynold Xin, Ali Ghodsi, Michael Franklin, Ion Stoica, and Matei Zaharia. He is Executive Chairman at Databricks, a company he co-founded in 2013 to commercialize Apache Spark. Ion Stoica. More details in this Oreilly podcast with Ion Stoica about Spark’s origin story. 2012. In 2006 he also co-founded Conviva, a startup to commercialize technologies for large scale video distribution. Professor of Computer Science, UC Berkeley. Title: SparkNet: Training Deep Networks in Spark. Harnessing the Power of Spark with Databricks Cloud Ion Stoica March 18, 2015 2. Verified email at cs.berkeley.edu - Homepage. Stoica and Zaharia were core members of UC Berkeley’s AMPLab, which originated Apache Spark, Apache Mesos, … Certification 3 Applications (35+) Distributions (11+) 4. Download PDF Abstract: Training deep networks is a time-consuming process, with networks for object recognition often requiring multiple days to train. "Clusters are hard to set up and maintain. In this episode of the Data Show, we look back to a recent conversation I had at the Spark Summit in San Francisco with Ion Stoica (UC Berkeley professor and executive chairman of Databricks) and Matei Zaharia (assistant professor at Stanford and chief technologist of Databricks). The post Ray Ecosystem with Ion Stoica appeared first on Software Engineering Daily. "Scaling Spark in the Real World: Performance and Usability", Michael Armbrust, Tathagata Das, Aaron Davidson, Ali Ghodsi, Andrew Or, Josh Rosen, Ion Stoica, Patrick Wendell, Reynold Xin and Matei Zaharia, Proceedings of Very Large Databases (VLDB) 2015, Kohala Coast, HI, September 2015 Title. Context (1970s—1990s) Supercomputers the pinnacle of computation 5. Articles Cited by. “Spark 2.0 is about taking what has worked and what we have learned from the users and making it even better,” Stoica said. Spark SQL: Relational data processing in Spark. UC BERKELEY What is Big Data used For? Q : How Apache Spark started? The O’Reilly Data Show Podcast: Ion Stoica and Matei Zaharia explore the rich ecosystem of analytic tools around Apache Spark. Ion Stoica is a professor at Berkeley, and he joins the show to talk about the present and future of the Ray framework. Training 4 Spark training since 2011 ~2000 people trained in 2014 1200+ people trained by end of March, 2015 – 500+ people trained at this Spark Summit alone! The story started back in 2009 with mesos. Ion Stoica, the founder of Databricks and keynote speaker at Apache Big Data in Vancouver, discusses the Spark 2.0 release, which has at least three robust new features. The RISE Lab is led by Ion Stoica, a professor of computer science at Berkeley. Matei Zaharia, Mosharaf Chowdhury, Michael J.Franklin, Scott Shenker, Ion Stoica. University of California, Berkeley. Spark SQL is a new module in Apache Spark that integrates relational processing with Spark’s functional programming API. He does research on cloud computing and networked computer systems. Cloud Computing Networking Distributed Systems Big Data. 1. Ion Stoica是UC Berkeley计算机教授，AMPLab共同创始人，弹性P2P协议Chord、集群内存计算框架Spark、集群资源管理平台Mesos都出自他。CSDN与英特尔中国研究院首席工程师吴甘沙共同完成了对Ion … Ray is a project from the Berkeley RISE Lab, the same place that gave rise to Spark, Mesos, and Alluxio. Sponsorship inquiries: sponsor@softwareengineeringdaily.com. While at University of California, Berkeley's AMPLab in 2009, he created Apache Spark as a faster alternative to MapReduce. Spark :工作组上的集群计算的框架. Spark: Cluster Computing with Working Sets Matei Zaharia, Mosharaf Chowdhury, Michael J. Franklin, Scott Shenker, Ion Stoica University of California, Berkeley MapReduce and its variants have been highly successful in implementing large-scale data intensive applications onclustersofunreliablemachines. University of California, Berkeley. This post captures some of the interesting questions from the interview. Ion Stoica is a Professor in the EECS Department at University of California at Berkeley, and the Director of RISELab. 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