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23:39
AI, ML & Data Engineering Follow 1075 Followers

Simplifying ML Workflows with Apache Beam

Posted by Tyler Akidau  on  Jun 19, 2018 Posted by Tyler Akidau Follow 2 Followers  on  Jun 19, 2018

Tyler Akidau discusses how Apache Beam is simplifying pre- and post-processing for ML pipelines.

46:55
AI, ML & Data Engineering Follow 1075 Followers

Streaming SQL Foundations: Why I ❤ Streams+Tables

Posted by Tyler Akidau  on  May 04, 2018 1 Posted by Tyler Akidau Follow 2 Followers  on  May 04, 2018 1

Tyler Akidau explores the relationship between the Beam Model and stream & table theory and explains what is required to provide robust stream processing support in SQL.

51:39
AI, ML & Data Engineering Follow 1075 Followers

Streaming SQL Foundations: Why I ❤Streams+Tables

Posted by Tyler Akidau  on  Feb 17, 2018 Posted by Tyler Akidau Follow 2 Followers  on  Feb 17, 2018

Tyler Akidau explores the relationship between the Beam Model and stream & table theory, stream processing in SQL with Apache Beam, Calcite, Flink, Kafka KSQL and Apache Spark’s Structured streaming.

46:03
AI, ML & Data Engineering Follow 1075 Followers

Straggler Free Data Processing in Cloud Dataflow

Posted by Eugene Kirpichov  on  Apr 11, 2017 Posted by Eugene Kirpichov Follow 0 Followers  on  Apr 11, 2017

Eugene Kirpichov describes the theory and practice behind Cloud Dataflow's approach to straggler elimination, and the associated non-obvious challenges, benefits, and implications of the technique.

39:21
AI, ML & Data Engineering Follow 1075 Followers

Fundamentals of Stream Processing with Apache Beam

Posted by Frances Perry  on  Feb 22, 2017 Posted by Frances Perry Follow 1 Followers , Tyler Akidau Follow 2 Followers  on  Feb 22, 2017

Frances Perry and Tyler Akidau discuss Apache Beam, out-of-order stream processing, and how Beam’s tools for reasoning simplify complex tasks.

33:35
AI, ML & Data Engineering Follow 1075 Followers

Apache Beam: The Case for Unifying Streaming APIs

Posted by Andrew Psaltis  on  Jul 30, 2016 Posted by Andrew Psaltis Follow 0 Followers  on  Jul 30, 2016

Andrew Psaltis talks about Apache Beam, which aims to provide a unified stream processing model for defining and executing complex data processing, data ingestion and integration workflows.

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