Accelerate Analytics and ML in the Hybrid Cloud Era
Alluxio Tech Talk *
In this talk, we will walk through what Alluxio’s Data Orchestration for the hybrid cloud era is and how it solves the performance and data management challenges we see.
Tag: machine learning
Accelerate Analytics and ML in the Hybrid Cloud Era
Many companies we talk to have on premises data lakes and use the cloud(s) to burst compute. Many are now establishing new object data lakes as well. As a result, running analytics such as Hive, Spark, Presto and machine learning are experiencing sluggish response times with data and compute in multiple locations. We also know there is an immense and growing data management burden to support these workflows.
Tags: analytics, data orchestration, hybrid cloud, machine learning, overview, webinar
Accelerate Analytics and ML in the Hybrid Cloud Era
Many companies we talk to have on premises data lakes and use the cloud(s) to burst compute. Many are now establishing new object data lakes as well. As a result, running analytics such as Hive, Spark, Presto and machine learning are experiencing sluggish response times with data and compute in multiple locations. We also know there is an immense and growing data management burden to support these workflows.
Tags: analytics, data lake, data management, data orchestration, hybrid cloud, machine learning, performance, webinar
Speeding up I/O for Machine Learning ft Apple Case Study using TensorFlow, NFS, DC OS, & Alluxio
This talk will guide the audience on how Alluxio can greatly simplify the data preparation phase in with remote and possibly multiple data sources. We will share the lessons and benchmark from Bill Zhao an engineer led in Apple when building a Machine Learning platform using Tensorflow, NFS, DC/OS and Alluxio.
Tags: dc/os, machine learning, NFS, POSIX, storage, tensorflow
Speeding Up I/O for Machine Learning
Alluxio Global Online Meetup *
This talk will guide the audience on how Alluxio can greatly simplify the data preparation phase in with remote and possibly multiple data sources. We will share the lessons and benchmark from Bill Zhao an engineer led in Apple when building a Machine Learning platform using Tensorflow, NFS, DC/OS and Alluxio.
Simplified Data Preparation for Machine Learning in Hybrid and Multi Clouds
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 and data locality for machine learning applications. For instance, when the input data is stored in a remote cloud storage like AWS S3 or Azure blob storage, direct data access is … Continued
Tags: cloud bursting, compute storage separation, data orchestration, hdfs, hybrid cloud, machine learning, multi cloud, spark
Online Meetup: Cybersecurity and fraud detection at ING Bank using Presto & Alluxio on S3
In this online presentation, we present how ING is leveraging Presto (interactive query), Alluxio (data orchestration & acceleration), S3 (massive storage), and DC/OS (container orchestration) to build and operate our modern Security Analytics & Machine Learning platform. We will share the challenges we encountered and how we solved them.
Tags: aws s3, machine learning, meetup, presto, security
Alluxio 2.0 Deep Dive | Simplifying data access for cloud workloads
Alluxio Tech Talk *
We will introduce the key new features and enhancements such as: Support for hyper-scale data workloads, Machine learning and deep learning workloads, and Better storage abstraction.
Recap: AWS Summit New York
Alluxio is a proud sponsor and exhibitor at the AWS Summit in New York. If you weren’t able to attend, here are the highlights