What s Cooking. Bernd Wiswedel KNIME KNIME AG. All Rights Reserved.
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1 What s Cooking Bernd Wiswedel KNIME 2018 KNIME AG. All Rights Reserved.
2 What s Cooking Enhancements to the software planned for the next feature release Actively worked on Available in Nightly build KNIME AG. All Rights Reserved. 2
3 What s Cooking New Integrations & Utility Nodes Deep Learning Enhancements Big Data Extensions KNIME Server 2018 KNIME AG. All Rights Reserved. 3
4 New Integrations & Utility Nodes 2018 KNIME AG. All Rights Reserved. 4
5 Git Client Nodes Remember this? Extract Statistics from Git repositories Push, Pull, Tag, Commit History & Details 2018 KNIME AG. All Rights Reserved. 5
6 Evaluate Expressions (Name of the node is under discussion) Complete type support Multiple expressions More nodes to come in future version Row Filter GroupBy 2018 KNIME AG. All Rights Reserved. 6
7 Outlier Handling Handle extremely large or small values in numeric columns Replace Values or Filter Rows containing outliers Usual pattern of Compute-and- Apply (two nodes) 2018 KNIME AG. All Rights Reserved. 7
8 KNIME Deep Learning Christian Dietz 2018 KNIME AG. All Rights Reserved. 8
9 Building Keras Networks with KNIME 2018 KNIME AG. All Rights Reserved. 9
10 Building Keras Networks with KNIME 2018 KNIME AG. All Rights Reserved. 10
11 Building Keras Networks with KNIME 2018 KNIME AG. All Rights Reserved. 11
12 TensorFlow Integration 2018 KNIME AG. All Rights Reserved. 12
13 KNIME Deep Learning Nodes for easy network editing and exporting Performance improvements Integration of custom layers and loss functions More Deep Learning and utility nodes for common tasks (Seq-to-Seq, GANs, Text, ) 2018 KNIME AG. All Rights Reserved. 13
14 Enhancements Big Data Extensions Björn Lohrmann 2018 KNIME AG. All Rights Reserved. 14
15 KNIME Big Data Connectors Better support for big data file formats: Why? Efficiency & Speed Which formats? Parquet, ORC and Avro New Updated 2018 KNIME AG. All Rights Reserved. 15
16 KNIME Extension for Apache Spark New nodes: Data preparation Spark Pivoting Spark Row Filter Spark Missing Value (Apply) Data mining: Association rule mining nodes (Spark MLlib) Infrastructure: Support for Apache Livy Gives out-of-the-box Spark compatibility with: Hortonworks HDP Amazon EMR Microsoft HDInsight Running standard KNIME nodes on Spark Public preview coming up 2018 KNIME AG. All Rights Reserved. 16
17 Local Big Data Environment Hive HDFS Spark Provides everything to get started with big data easily rapidly prototype workflows leverage Spark on multi-core machines Batteries included: no further software installation required no cluster required no jobserver required 2018 KNIME AG. All Rights Reserved. 17
18 KNIME Server Jon Fuller 2018 KNIME AG. All Rights Reserved. 18
19 Server-managed customizations How do I configure Python? How do I install database drivers? KNIME Analytics Platform KNIME Analytics Platform KNIME Analytics Platform 2018 KNIME AG. All Rights Reserved. 19
20 Server-managed customizations How do I configure Python? How do I configure Python? How do I install database How do drivers? I install database drivers? How do I configure Python? How do I install database drivers? 2018 KNIME AG. All Rights Reserved. 20
21 Server-managed customizations KNIME Server Profiles sent to Analytics Platform installations Profiles can include: Preferences, drivers, and more 2018 KNIME AG. All Rights Reserved. 21
22 Server-managed customizations KNIME Server 2018 KNIME AG. All Rights Reserved. 22
23 Server-managed customizations Profiles set on KNIME Server (can include e.g. Database JDBC drivers) Set in knime.ini to automatically pick up preferences Or manually set in preferences 2018 KNIME AG. All Rights Reserved. 23
24 Remote Job View (Preview) Preview functionality. Help debug a job that is failing See progress of a current running KNIME Server job More functionality to follow 2018 KNIME AG. All Rights Reserved. 24
25 Remote Job View (Preview) Why was there a problem? 2018 KNIME AG. All Rights Reserved. 25
26 Remote Job View (Preview) What s my workflow doing now? 2018 KNIME AG. All Rights Reserved. 26
27 KNIME Server Distributed Executors Need more workflow horsepower? KNIME Server currently supports Scale Up KNIME Server Distributed Executors allows Scale Out KNIME AG. All Rights Reserved. 27
28 KNIME Server Distributed Executors Currently available as preview Executor 1 Executor 2 Requests to execute workflows KNIME Server RabbitMQ Executor 3 KNIME Server + Distributed Executors 2018 KNIME AG. All Rights Reserved. 28
29 Auto-scaling KNIME Server Distributed Executors Preview: Planned for release in July 2018 Executor 1 Request to execute workflow KNIME Server RabbitMQ Scripted launch on AWS CloudFormation KNIME Server + Distributed Executors 2018 KNIME AG. All Rights Reserved. 29
30 Auto-scaling KNIME Server Distributed Executors Executor 1 CPU load increases More requests to execute workflows KNIME Server RabbitMQ Launching Executor 2 AWS Auto-scaling Group KNIME Server + Distributed Executors 2018 KNIME AG. All Rights Reserved. 30
31 Auto-scaling KNIME Server Distributed Executors Executor 1 Executor 2 Requests to execute workflows KNIME Server RabbitMQ AWS Auto-scaling Group KNIME Server + Distributed Executors 2018 KNIME AG. All Rights Reserved. 31
32 Auto-scaling Distributed Executors 2018 KNIME AG. All Rights Reserved. 32
33 Thanks Need more info? Get to talk to us at the booth 2018 KNIME AG. All Rights Reserved. 33
34 Acknowledgements Big Data: Björn Lohrmann, Mareike Höger Python Scripting Integration: Clemens von Schwerin Integrations (Google, Athena, Redshift): Ole Ostergaard Azure/Microsoft SQL Server R Services: Jonathan Hale KNIME Server: Thorsten Meinl, Rene Damyon Martin Horn Date & Time Rewrite: Simon Schmid Logistic Regression: Adrian Nembach Utility Nodes (many ) Moritz Heine DeepLearning: Marcel Wiedenmann Outlier Handling: Mark Ortmann Guided Analytics: Christian Albrecht, Oleg Yasnev Math Formula: David Kolb 2018 KNIME AG. All Rights Reserved. 34
35 The KNIME trademark and logo and OPEN FOR INNOVATION trademark are used by KNIME AG under license from KNIME GmbH, and are registered in the United States. KNIME is also registered in Germany KNIME AG. All Rights Reserved. 35
What s Cooking. Bernd Wiswedel KNIME KNIME AG. All Rights Reserved.
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