March 25th, 2014

In-memory Big Data: Spark + H2O

RSS icon RSS Category: Uncategorized [EN]
H2O_Spark

Big Data has moved in-memory. Customers using SQL in their Join & Munging efforts via SHARK and Apache Spark need to use Regressions and Deep Learning. To make their experiences great & seamlessly weave SQL workflows with Data Science and Machine Learning, we are architecting a simple RDD data import-export in H2O. This brings continuity to their in-memory interactive experience. And support for Spark MLI using our native Scala API – Shalala.
Big Data users can now use SHARK to extract and fuse datasets and H2O for better predictions.

H2O_Spark-800x559
Here’s a typical pipeline in this (using the unix pipe analogy)

 hdfs | Spark | SHARK/SQL | RDD | h2o.readRDD() | h2o.deepLearning() | h2o.predict() | h2o.persist(RDD or HDFS)

Calling h2o.deepLearning() from within Scala interface alongside Spark (via Shalala) will make the workflow even more seamless for end users.

Leave a Reply

+
10 Consejos para Convertirte en un Científico de Datos Exitoso

En este mundo que no deja de cambiar y sorprendernos, como científicos de datos debemos

January 19, 2023 - by Favio Vázquez
+
Explaining models built in H2O-3 — Part 1

Machine Learning explainability refers to understanding and interpreting the decisions and predictions made by a

December 22, 2022 - by Parul Pandey
+
H2O.ai at NeurIPS 2022

H2O.ai is proud to participate in the 36th Conference on Neural Information Processing Systems (NeurIPS)

December 6, 2022 - by Marcos V. Conde
+
A Brief Overview of AI Governance for Responsible Machine Learning Systems

Our paper “A Brief Overview of AI Governance for Responsible Machine Learning Systems” was recently

November 30, 2022 - by Navdeep Gill, Abhishek Mathur and Marcos V. Conde
+
H2O World Dallas Customer Talks

After three long years of not having an #H2OWorld, we finally held our first one

November 24, 2022 - by Vinod Iyengar
+
New in Wave 0.24.0

Another Wave release has arrived with quite a few exciting new features. Let's quickly go

November 21, 2022 - by Martin Turoci

Request a Demo

Explore how to Make, Operate and Innovate with the H2O AI Cloud today

Learn More