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© 2020 KNIME AG. All rights reserved.
KNIME 4.1 – What’s New!
Scott Fincher – Data Scientist
Cynthia Padilla – Customer Care
© 2020 KNIME AG. All rights reserved. 2
Highlights
• Enhanced usage of Components
• Support for Guided Labeling, more ML nodes
• Updates to file handling
• More Integrations (PowerBI, Databricks, …)
• KNIME Server: Enrich workflow invocation & add
more enterprise features
3© 2020 KNIME AG. All rights reserved.
KNIME Hub
© 2020 KNIME AG. All rights reserved. 4
KNIME Hub Improvements
• Public AND Private Spaces
– Easily share workflows
– Cloud storage for private workflows you
can access anywhere
© 2020 KNIME AG. All rights reserved. 5
KNIME Hub Improvements
• Components
– In addition to workflows, now upload
components to your public space for sharing
– Drag-and-drop from Hub directly to your
workflow
– (Like this…)
© 2020 KNIME AG. All rights reserved. 6
KNIME Hub Improvements
7© 2020 KNIME AG. All rights reserved.
Usability
© 2020 KNIME AG. All rights reserved. 8
KNIME AP UI Changes – I
Additional Space to the
right and bottom to place
new nodes
© 2020 KNIME AG. All rights reserved. 9
Searching
© 2020 KNIME AG. All rights reserved. 10
Components
• Custom appearance (coloring and icon)
• In-place editing of shared components
• Improved data validation and better error handling
© 2020 KNIME AG. All rights reserved. 11
Components
• Custom appearance (coloring and icon)
• In-place editing of shared components
• Improved data validation and better error handling
© 2020 KNIME AG. All rights reserved. 12
Components
• Custom appearance (coloring and icon)
• In-place editing of shared components
• Improved data validation and better error handling
Double click to edit…
© 2020 KNIME AG. All rights reserved. 13
Components
• Custom appearance (coloring and icon)
• In-place editing of shared components
• Improved data validation and better error handling
© 2020 KNIME AG. All rights reserved. 14
Framework Changes: Dynamic Ports
• Manually add ports to
selected nodes
• One application:
Remote Connection Input
for Reader/Writer Nodes
© 2020 KNIME AG. All rights reserved. 15
Utility Nodes: Row Filter (Labs)
• Build simple selection criteria ...
• Or complex selection criteria using a tree
• In the future, this
will be KNIME’s
default row filter
© 2020 KNIME AG. All rights reserved. 16
Top k Selector
• Used to be the Element Selector from Active Learning
Extension…
• Now rewritten and improved for core KNIME
• Select the k biggest or smallest rows.
Live Demo
17© 2020 KNIME AG. All rights reserved.
Analytics
© 2020 KNIME AG. All rights reserved. 18
Guided Labeling – Nodes for Active Learning (Labs)
• Various Nodes to define density distribution and
selectively label interesting data points
• Used in loop – true power in web portal
• Workflows on KNIME Hub!
© 2020 KNIME AG. All rights reserved. 19
Guided Labeling – Weak Supervision (Labs)
• Combine ‘weak supervisors’ to one probabilistic label – then
learn using modified learner (GBT or Logistic Regression)
© 2020 KNIME AG. All rights reserved. 20
Silhouette Coefficient Node
• Calculates Silhouette Coefficients
– for each row (first output port)
– for each cluster, and overall (second output port)
• Optionally provide distances as input
© 2020 KNIME AG. All rights reserved. 21
Amazon Web Services: Personalization Nodes
• Integration with Amazon Personalize (8 new nodes)
• Recommendation System (think of “shopping cart“)
• Build ‘solution’
• Deploy ‘campaign’
© 2020 KNIME AG. All rights reserved. 22
Binary Classification Inspector
Live
Demo
23© 2020 KNIME AG. All rights reserved.
Integrations
© 2020 KNIME AG. All rights reserved. 24
Cloud & Big Data Connectivity: Databricks
• Create Databricks Environment: connect to your
Databricks cluster on Azure or AWS
• Databricks Delta, Databricks File System, or Apache
Spark
© 2020 KNIME AG. All rights reserved. 25
Cloud & Big Data Connectivity: Google
• Connectivity to
– Google Cloud Storage
– Google Big Query (via DB Nodes)
– Google Cloud Dataproc
© 2020 KNIME AG. All rights reserved. 26
New DB Connectors and Utility Nodes
• Vertica
• Amazon Athena
• Several utility nodes – importantly, DB Transaction
Start/End
© 2020 KNIME AG. All rights reserved. 27
Send to PowerBI
• Send Files to Microsoft PowerBI, supports native
types incl date & time
• Authentication via OAuth
© 2020 KNIME AG. All rights reserved. 28
MDF Reader
• Measurement Data Format
(popular in automotive industry)
• Uses Python in
the background
© 2020 KNIME AG. All rights reserved. 29
Framework Changes: Enhanced Variable Support
• More types for flow variables, including Boolean,
Long, and arrays!
© 2020 KNIME AG. All rights reserved. 30
KNIME now supports Apache Knox
• An application gateway for interacting securely with
REST APIs and UIs of Apache Hadoop interfaces
• Work with HDFS, Hive and Spark behind an Apache
Knox Gateway
• More info: https://knox.apache.org/
© 2020 KNIME AG. All rights reserved. 31
File Handling
• Framework + a bunch of nodes to:
– easier and write “knime://” files
– Bulk read many files at once
© 2020 KNIME AG. All rights reserved. 32
Utility Nodes: Webpage Retriever
• Read HTML Content from the web as “html string”
or xml’ified
• Based on REST Client nodes (e.g. support for
headers, cookies, advanced authentication, parallel
querying etc)
Live Demo
33© 2020 KNIME AG. All rights reserved.
KNIME Server
© 2020 KNIME AG. All rights reserved. 34
KNIME Server: Managed Customizations
• Set multiple update sites
– Host update sites on your own network
– Avoid dealing with proxy restrictions
• Deactivate default update sites
• Bottom line: more control over extension access and
installation for your users
© 2020 KNIME AG. All rights reserved. 35
KNIME Server: Schedule Parameterization
• Parameterize Scheduled
Workflows using
“Configuration” nodes
© 2020 KNIME AG. All rights reserved. 36
KNIME Server: Call Workflow Action
• Define workflow actions upon completion
© 2020 KNIME AG. All rights reserved. 37
KNIME Server: Advanced Authentication
• KNIME Server supporting Single Sign-On (SSO) based
on OAuth/OpenID Connect
• Both via Webportal
and KNIME AP Client
© 2020 KNIME AG. All rights reserved. 38
Time to update!
• Try out all the new features
– Please give us feedback!
• No worries, all your old workflows will still work, just
as before
© 2020 KNIME AG. All rights reserved. 39
KNIME Books
WEBINAR-0220
© 2020 KNIME AG. All rights reserved. 40
KNIME Spring Summit 2020
WEBINAR-0220
knime.com/summit
© 2020 KNIME AG. All rights reserved. 41
Join KNIME!
• knime.com/careers
• maria.khomych@knime.com
• knime@jobs.workablemail.com

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What's New in KNIME Analytics Platform 4.1

  • 1. © 2020 KNIME AG. All rights reserved. KNIME 4.1 – What’s New! Scott Fincher – Data Scientist Cynthia Padilla – Customer Care
  • 2. © 2020 KNIME AG. All rights reserved. 2 Highlights • Enhanced usage of Components • Support for Guided Labeling, more ML nodes • Updates to file handling • More Integrations (PowerBI, Databricks, …) • KNIME Server: Enrich workflow invocation & add more enterprise features
  • 3. 3© 2020 KNIME AG. All rights reserved. KNIME Hub
  • 4. © 2020 KNIME AG. All rights reserved. 4 KNIME Hub Improvements • Public AND Private Spaces – Easily share workflows – Cloud storage for private workflows you can access anywhere
  • 5. © 2020 KNIME AG. All rights reserved. 5 KNIME Hub Improvements • Components – In addition to workflows, now upload components to your public space for sharing – Drag-and-drop from Hub directly to your workflow – (Like this…)
  • 6. © 2020 KNIME AG. All rights reserved. 6 KNIME Hub Improvements
  • 7. 7© 2020 KNIME AG. All rights reserved. Usability
  • 8. © 2020 KNIME AG. All rights reserved. 8 KNIME AP UI Changes – I Additional Space to the right and bottom to place new nodes
  • 9. © 2020 KNIME AG. All rights reserved. 9 Searching
  • 10. © 2020 KNIME AG. All rights reserved. 10 Components • Custom appearance (coloring and icon) • In-place editing of shared components • Improved data validation and better error handling
  • 11. © 2020 KNIME AG. All rights reserved. 11 Components • Custom appearance (coloring and icon) • In-place editing of shared components • Improved data validation and better error handling
  • 12. © 2020 KNIME AG. All rights reserved. 12 Components • Custom appearance (coloring and icon) • In-place editing of shared components • Improved data validation and better error handling Double click to edit…
  • 13. © 2020 KNIME AG. All rights reserved. 13 Components • Custom appearance (coloring and icon) • In-place editing of shared components • Improved data validation and better error handling
  • 14. © 2020 KNIME AG. All rights reserved. 14 Framework Changes: Dynamic Ports • Manually add ports to selected nodes • One application: Remote Connection Input for Reader/Writer Nodes
  • 15. © 2020 KNIME AG. All rights reserved. 15 Utility Nodes: Row Filter (Labs) • Build simple selection criteria ... • Or complex selection criteria using a tree • In the future, this will be KNIME’s default row filter
  • 16. © 2020 KNIME AG. All rights reserved. 16 Top k Selector • Used to be the Element Selector from Active Learning Extension… • Now rewritten and improved for core KNIME • Select the k biggest or smallest rows. Live Demo
  • 17. 17© 2020 KNIME AG. All rights reserved. Analytics
  • 18. © 2020 KNIME AG. All rights reserved. 18 Guided Labeling – Nodes for Active Learning (Labs) • Various Nodes to define density distribution and selectively label interesting data points • Used in loop – true power in web portal • Workflows on KNIME Hub!
  • 19. © 2020 KNIME AG. All rights reserved. 19 Guided Labeling – Weak Supervision (Labs) • Combine ‘weak supervisors’ to one probabilistic label – then learn using modified learner (GBT or Logistic Regression)
  • 20. © 2020 KNIME AG. All rights reserved. 20 Silhouette Coefficient Node • Calculates Silhouette Coefficients – for each row (first output port) – for each cluster, and overall (second output port) • Optionally provide distances as input
  • 21. © 2020 KNIME AG. All rights reserved. 21 Amazon Web Services: Personalization Nodes • Integration with Amazon Personalize (8 new nodes) • Recommendation System (think of “shopping cart“) • Build ‘solution’ • Deploy ‘campaign’
  • 22. © 2020 KNIME AG. All rights reserved. 22 Binary Classification Inspector Live Demo
  • 23. 23© 2020 KNIME AG. All rights reserved. Integrations
  • 24. © 2020 KNIME AG. All rights reserved. 24 Cloud & Big Data Connectivity: Databricks • Create Databricks Environment: connect to your Databricks cluster on Azure or AWS • Databricks Delta, Databricks File System, or Apache Spark
  • 25. © 2020 KNIME AG. All rights reserved. 25 Cloud & Big Data Connectivity: Google • Connectivity to – Google Cloud Storage – Google Big Query (via DB Nodes) – Google Cloud Dataproc
  • 26. © 2020 KNIME AG. All rights reserved. 26 New DB Connectors and Utility Nodes • Vertica • Amazon Athena • Several utility nodes – importantly, DB Transaction Start/End
  • 27. © 2020 KNIME AG. All rights reserved. 27 Send to PowerBI • Send Files to Microsoft PowerBI, supports native types incl date & time • Authentication via OAuth
  • 28. © 2020 KNIME AG. All rights reserved. 28 MDF Reader • Measurement Data Format (popular in automotive industry) • Uses Python in the background
  • 29. © 2020 KNIME AG. All rights reserved. 29 Framework Changes: Enhanced Variable Support • More types for flow variables, including Boolean, Long, and arrays!
  • 30. © 2020 KNIME AG. All rights reserved. 30 KNIME now supports Apache Knox • An application gateway for interacting securely with REST APIs and UIs of Apache Hadoop interfaces • Work with HDFS, Hive and Spark behind an Apache Knox Gateway • More info: https://knox.apache.org/
  • 31. © 2020 KNIME AG. All rights reserved. 31 File Handling • Framework + a bunch of nodes to: – easier and write “knime://” files – Bulk read many files at once
  • 32. © 2020 KNIME AG. All rights reserved. 32 Utility Nodes: Webpage Retriever • Read HTML Content from the web as “html string” or xml’ified • Based on REST Client nodes (e.g. support for headers, cookies, advanced authentication, parallel querying etc) Live Demo
  • 33. 33© 2020 KNIME AG. All rights reserved. KNIME Server
  • 34. © 2020 KNIME AG. All rights reserved. 34 KNIME Server: Managed Customizations • Set multiple update sites – Host update sites on your own network – Avoid dealing with proxy restrictions • Deactivate default update sites • Bottom line: more control over extension access and installation for your users
  • 35. © 2020 KNIME AG. All rights reserved. 35 KNIME Server: Schedule Parameterization • Parameterize Scheduled Workflows using “Configuration” nodes
  • 36. © 2020 KNIME AG. All rights reserved. 36 KNIME Server: Call Workflow Action • Define workflow actions upon completion
  • 37. © 2020 KNIME AG. All rights reserved. 37 KNIME Server: Advanced Authentication • KNIME Server supporting Single Sign-On (SSO) based on OAuth/OpenID Connect • Both via Webportal and KNIME AP Client
  • 38. © 2020 KNIME AG. All rights reserved. 38 Time to update! • Try out all the new features – Please give us feedback! • No worries, all your old workflows will still work, just as before
  • 39. © 2020 KNIME AG. All rights reserved. 39 KNIME Books WEBINAR-0220
  • 40. © 2020 KNIME AG. All rights reserved. 40 KNIME Spring Summit 2020 WEBINAR-0220 knime.com/summit
  • 41. © 2020 KNIME AG. All rights reserved. 41 Join KNIME! • knime.com/careers • maria.khomych@knime.com • knime@jobs.workablemail.com