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Transcription:

What s Cooking Bernd Wiswedel KNIME 2017 KNIME.com AG. All Rights Reserved.

Outline KNIME as an open (source) platform What s Cooking Speech Recognition H2O Integration Cloud Connectors & Offerings Guided Analytics 2017 KNIME.com AG. All Rights Reserved. 2

KNIME Analytics Platform soon on GitHub Source Code available on GitHub & BitBucket Ongoing effort, enough to get started https://github.com/knime/ 2017 KNIME.com AG. All Rights Reserved. 3

KNIME Analytics Platform Nightly Builds Nightly Builds will be publicly available Will then also include enhancements shown in the following Disclaimer: Bleeding edge; not meant for production use! 2017 KNIME.com AG. All Rights Reserved. 4

SVN To Git Fun Facts Recently switched from SVN to Git Split into 70 repositories (60 open source) Code Base: ~20GB (includes text models, R, etc) ~1.7 Mio Lines of Code (open source only) 1500 integration tests per version (excl. unit tests) ~3 weeks conversion time (parallelized over 10 physical machines) 2017 KNIME.com AG. All Rights Reserved. 5

KNIME Personal Productivity free & open-source Part of the KNIME Analytics Platform 3.4 (due in summer 17) What is it? Workflow Diff Viewer Metanode Templates Workflow Linking ( Call Local Workflow ) Local Workflow Coach 2017 KNIME.com AG. All Rights Reserved. 6

KNIME Personal Productivity Workflow Diff 2017 KNIME.com AG. All Rights Reserved. 7

KNIME Personal Productivity Metanode Templates 2017 KNIME.com AG. All Rights Reserved. 8

KNIME Personal Productivity Workflow Linking Workflow Orchestration by calling out to other workflows 2017 KNIME.com AG. All Rights Reserved. 9

KNIME Personal Productivity free & open-source Part of the KNIME Analytics Platform 3.4 (due in summer 17) Want to use it NOW? Available in KNIME Store free of charge 2017 KNIME.com AG. All Rights Reserved. 10

What s Cooking Speech Recognition H2O Integration Cloud Connectors & Offerings Guided Analytics 2017 KNIME.com AG. All Rights Reserved. 11

Speech Recognition Tobias Koetter 2017 KNIME.com AG. All Rights Reserved. 12

KNIME Audio Processing New audio cell type Listen to audio files within KNIME Extract acoustic features Speech recognition https://pixabay.com/en/microphone-silver-metal-sound-waves-1074362/ https://www.youtube.com/watch?v=1l6zwlmva-u 2017 KNIME.com AG. All Rights Reserved. 13

H2O Integration Christian Dietz 2017 KNIME.com AG. All Rights Reserved. 14

What is H2O? Open-source machine learning framework Fast, scalable and in-memory implementations of state-ofthe-art machine learning algorithms. Massively scalable big data analysis on for example on Hadoop and Spark 2017 KNIME.com AG. All Rights Reserved. 15

H2O in KNIME Integrate H2O machine learning algorithms Tool Blending: Mix and match with existing KNIME Analytics Platform extensions Basic KNIME Analytics Platform functionality KNIME Big-Data Connectors Text Mining, Image Processing, ChemInformatics, and more! 2017 KNIME.com AG. All Rights Reserved. 16

H2O Algorithms Tree Ensembles Clustering Generalized Linear Modeling Grid Search Ensemble Stacking Deep Learning 2017 KNIME.com AG. All Rights Reserved. 17

Demo: H2O in KNIME 2017 KNIME.com AG. All Rights Reserved. 18

Cloud Connectors & Offerings Jon Fuller 2017 KNIME.com AG. All Rights Reserved. 19

Overview More in the marketplace More connectors More deployment options Better integration 2017 KNIME.com AG. All Rights Reserved. 20

More in the marketplace KNIME Cloud Analytics Platform KNIME Server (5-User) KNIME Server + Big Data Extensions (5-User) KNIME Server (+ Big Data Extensions) BYOL 2017 KNIME.com AG. All Rights Reserved. 21

More connectors: Amazon Redshift Fully managed data warehouse SQL interface Distributed and parallelized queries Amazon Redshift Amazon Redshift connector will seamlessly integrate with existing KNIME Database connectors 2017 KNIME.com AG. All Rights Reserved. 22

S3/Blob Store support for Spark Data Source Nodes 2017 KNIME.com AG. All Rights Reserved. 23

Cloud Resources Data storage MS Azure Blob Storage, Amazon S3 Databases Azure SQL Server, Amazon RDS (MySQL, PostgreSQL etc) Data warehouse Amazon Redshift Amazon Redshift Hadoop/Spark Azure HDInsight, Amazon EMR Azure HDInsight Azure Blob Store Amazon EMR Amazon S3 Azure SQL Server 2017 KNIME.com AG. All Rights Reserved. 24

Cloud Resources What are we missing? Let us know! 2017 KNIME.com AG. All Rights Reserved. 25

Cloud Deployment Templates To allow deployment of a complete environment for Analytics using KNIME Software. KNIME Server + EMR/HDInsight + Managed DB AWS CloudFormation templates Azure ARM templates 2017 KNIME.com AG. All Rights Reserved. 26

AWS CloudFormation template Amazon VPC Workflows Data Internet gateway KNIME Server on EC2 EMR Cluster KNIME Server from AWS Marketplace 2017 KNIME.com AG. All Rights Reserved. 27

Azure ARM template Your Azure Cloud Workflows Data Server HDInsight KNIME Server from AWS Marketplace 2017 KNIME.com AG. All Rights Reserved. 28

Deploy and architecture from Github! Create (or fork) an ARM template Click the blue button Add details in the portal, and launch your architecture https://github.com/jfkotw/azure-quickstarttemplates/tree/master/hdinsight-apache-spark 2017 KNIME.com AG. All Rights Reserved. 29

Guided Analytics Greg Landrum 2017 KNIME.com AG. All Rights Reserved. 30

What s cooking? JavaScript Views: Network viewer Stacked Area chart Interactivity: Composite (wizard) view in Analytics Platform Layout editor 2017 KNIME.com AG. All Rights Reserved. 31

JavaScript network viewer demo 2017 KNIME.com AG. All Rights Reserved. 32

The workflow behind the demo Page 1 2017 KNIME.com AG. All Rights Reserved. 33

The workflow behind the demo 2017 KNIME.com AG. All Rights Reserved. 34

JavaScript Stacked Area Chart demo 2017 KNIME.com AG. All Rights Reserved. 36

The workflow behind the demo: Page 1 Page 2 2017 KNIME.com AG. All Rights Reserved. 37

The workflow behind the demo: 2017 KNIME.com AG. All Rights Reserved. 38

... and the KNIME Server? 2017 KNIME.com AG. All Rights Reserved. 43

Other noteworthy changes Date & Time Handling Nodes revised Richer data types Timezone support Duration math R Integration reviewed Adding support for Microsoft R Open & R Server Professional Support by Microsoft (Check out the booth for details) 2017 KNIME.com AG. All Rights Reserved. 44

Thanks Functionality presented here part of next feature release (due in summer) Want to try it earlier? Watch out for nightly builds as they become available 2017 KNIME.com AG. All Rights Reserved. 45

The KNIME trademark and logo and OPEN FOR INNOVATION trademark are used by KNIME.com AG under license from KNIME GmbH, and are registered in the United States. KNIME is also registered in Germany. 2017 KNIME.com AG. All Rights Reserved. 46