Category Archives: AI and Machine Learning

Using Native Math Libraries to Accelerate Spark Machine Learning Applications

Categories: AI and Machine Learning CDH Performance Spark

[Editor’s note: The original version of this article was published as part of our Guru How-To series for Data Science. Be sure to also check out the series for Cloudera Data Warehouse.]

 

Spark ML is one of the dominant frameworks for many major machine learning algorithms, such as the Alternating Least Squares (ALS) algorithm for recommendation systems, the Principal Component Analysis algorithm, and the Random Forest algorithm.

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Integrating Machine Learning Models into Your Big Data Pipelines in Real-Time With No Coding

Categories: AI and Machine Learning CDH Cloudera Data Science Workbench How-to

[Editor’s note: This article was originally published on the Hortonworks Community Connection, but reproduced here because CDSW is now available on both Cloudera and Hortonworks platforms.]

Using Deployed Models as a Function as a Service

104409 dataengineering 104410 datascience 104431 flowmanagement

Using Cloudera Data Science Workbench with Apache NiFi, we can easily call functions within our deployed models from Apache NiFi as part of flows. I am working against CDSW on HDP (https://www.cloudera.com/documentation/data-science-workbench/latest/topics/cdsw_hdp.html), 

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