A collaboration of Alibaba, Alluxio, and Nanjing University in tackling the problems of Deep Learning model training in the cloud. Our goal was to reduce the cost and complexity of data access for Deep Learning training in a hybrid environment, which resulted in over 40% reduction in training time and cost.
Alluxio Resources
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This article describes how Alluxio can accelerate the training of deep learning models in a hybrid cloud environment when using Intel’s Analytics Zoo open source platform, powered by oneAPI. Details on the new architecture and workflow, as well as Alluxio’s performance benefits and benchmarks results will be discussed.
Are you using SQL engines, such as Presto, to query existing Hive data warehouse and experiencing challenges including overloaded Hive Metastore with slow and unpredictable access, unoptimized data formats and layouts such as too many small files, or lack of influence over the existing Hive system and other Hive applications?
This talk includes why Netflix needed to build Iceberg, the project’s high-level design, and will highlight the details that unblock better query performance. … Continued
This talk covers an overview of the project and highlight best practices for creating performant input pipelines. … Continued
ODSC WEST 2019 Cloud storage brings great flexibility in management and cost-efficiency to data scientists, but also introduces new challenges related to data accessibility … Continued
Learn why leading companies are moving towards a decoupled compute and storage architecture, and the associated challenges and requirements. Hear about how Spark and … Continued
Want to leverage your existing investments in Hadoop with your data on-premise and still benefit from the elasticity of the cloud? Like other Hadoop … Continued
Vitaliy and Dipti dive into how DBS Bank built a modern big data analytics stack, leveraging an object store as persistent storage even for … Continued
This online meetup shows why and how we solve some challenging technical issues, improve the speed, and reduce the costs of our AWS EMR … Continued
In this talk, we present: trends and challenges in the data ecosystem in cloud era; Data engineering in the cloud with data orchestration; Use … Continued
Learn more about Bazaarvoice's use case leveraging Apache Spark, Hive, and Alluxio on S3. Along with how to set up Hive with Alluxio so … Continued