SlideShare a Scribd company logo
1 of 41
Download to read offline
© 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

More Related Content

What's hot

From raw data to deployment
From raw data to deployment From raw data to deployment
From raw data to deployment KNIMESlides
 
KNIME Data Science Learnathon: From Raw Data To Deployment
KNIME Data Science Learnathon: From Raw Data To DeploymentKNIME Data Science Learnathon: From Raw Data To Deployment
KNIME Data Science Learnathon: From Raw Data To DeploymentKNIMESlides
 
Knime customer intelligence on social media: Text Analytics vs. Network Mining
Knime customer intelligence on social media: Text Analytics vs. Network MiningKnime customer intelligence on social media: Text Analytics vs. Network Mining
Knime customer intelligence on social media: Text Analytics vs. Network MiningKNIMESlides
 
Sentiment Analysis with KNIME Analytics Platform
Sentiment Analysis with KNIME Analytics PlatformSentiment Analysis with KNIME Analytics Platform
Sentiment Analysis with KNIME Analytics PlatformKNIMESlides
 
KNIME Data Science Learnathon: From Raw Data To Deployment - Dublin - June 2019
KNIME Data Science Learnathon: From Raw Data To Deployment - Dublin - June 2019KNIME Data Science Learnathon: From Raw Data To Deployment - Dublin - June 2019
KNIME Data Science Learnathon: From Raw Data To Deployment - Dublin - June 2019KNIMESlides
 
Advanced analytics for the Internet of Things. Restocking Rental Bike Stations
Advanced analytics for the Internet of Things. Restocking Rental Bike StationsAdvanced analytics for the Internet of Things. Restocking Rental Bike Stations
Advanced analytics for the Internet of Things. Restocking Rental Bike StationsKNIMESlides
 
KNIME Data Science Learnathon: From Raw Data To Deployment - Paris - November...
KNIME Data Science Learnathon: From Raw Data To Deployment - Paris - November...KNIME Data Science Learnathon: From Raw Data To Deployment - Paris - November...
KNIME Data Science Learnathon: From Raw Data To Deployment - Paris - November...KNIMESlides
 
Text Processing with KNIME
Text Processing with KNIMEText Processing with KNIME
Text Processing with KNIMEKNIMESlides
 
KNIME Software Overview
KNIME Software OverviewKNIME Software Overview
KNIME Software OverviewKNIMESlides
 
Knime customer intelligence on social media odsc london
Knime customer intelligence on social media odsc london   Knime customer intelligence on social media odsc london
Knime customer intelligence on social media odsc london Jessica Willis
 
Transforming KNIME Consumer Data into Actionable Insights
Transforming KNIME Consumer Data into Actionable InsightsTransforming KNIME Consumer Data into Actionable Insights
Transforming KNIME Consumer Data into Actionable InsightsMMI Agency
 
Sentiment Analysis with Deep Learning, Machine Learning or Lexicon based
Sentiment Analysis with Deep Learning, Machine Learning or Lexicon basedSentiment Analysis with Deep Learning, Machine Learning or Lexicon based
Sentiment Analysis with Deep Learning, Machine Learning or Lexicon basedKNIMESlides
 
Scoring Metrics for Classification Models
Scoring Metrics for Classification ModelsScoring Metrics for Classification Models
Scoring Metrics for Classification ModelsKNIMESlides
 
The Race To Better Datacenters - Tailormade Colocation by Globalways AG
The Race To Better Datacenters - Tailormade Colocation by Globalways AGThe Race To Better Datacenters - Tailormade Colocation by Globalways AG
The Race To Better Datacenters - Tailormade Colocation by Globalways AGMarkus Binder
 
Using FME to Deliver Map-Based Geological Data for Oil & Gas Companies
Using FME to Deliver Map-Based Geological Data for Oil & Gas CompaniesUsing FME to Deliver Map-Based Geological Data for Oil & Gas Companies
Using FME to Deliver Map-Based Geological Data for Oil & Gas CompaniesSafe Software
 
Unlock Your CAD Data for Real-Time Development (Unity+PiXYZ) - AEC
Unlock Your CAD Data for Real-Time Development (Unity+PiXYZ) - AECUnlock Your CAD Data for Real-Time Development (Unity+PiXYZ) - AEC
Unlock Your CAD Data for Real-Time Development (Unity+PiXYZ) - AECUnity Technologies
 
Twitter analytics in Bluemix
Twitter analytics in BluemixTwitter analytics in Bluemix
Twitter analytics in BluemixWilfried Hoge
 
Upgrading Made Easy: Moving to InfluxDB 2.x or InfluxDB Cloud with Cribl LogS...
Upgrading Made Easy: Moving to InfluxDB 2.x or InfluxDB Cloud with Cribl LogS...Upgrading Made Easy: Moving to InfluxDB 2.x or InfluxDB Cloud with Cribl LogS...
Upgrading Made Easy: Moving to InfluxDB 2.x or InfluxDB Cloud with Cribl LogS...InfluxData
 
Steve Litras [Cribl] | The Power of Infinite Choice | InfluxDays Virtual Expe...
Steve Litras [Cribl] | The Power of Infinite Choice | InfluxDays Virtual Expe...Steve Litras [Cribl] | The Power of Infinite Choice | InfluxDays Virtual Expe...
Steve Litras [Cribl] | The Power of Infinite Choice | InfluxDays Virtual Expe...InfluxData
 
Introducing greenspaceLive and gTools
Introducing greenspaceLive and gToolsIntroducing greenspaceLive and gTools
Introducing greenspaceLive and gToolscalum_gsl
 

What's hot (20)

From raw data to deployment
From raw data to deployment From raw data to deployment
From raw data to deployment
 
KNIME Data Science Learnathon: From Raw Data To Deployment
KNIME Data Science Learnathon: From Raw Data To DeploymentKNIME Data Science Learnathon: From Raw Data To Deployment
KNIME Data Science Learnathon: From Raw Data To Deployment
 
Knime customer intelligence on social media: Text Analytics vs. Network Mining
Knime customer intelligence on social media: Text Analytics vs. Network MiningKnime customer intelligence on social media: Text Analytics vs. Network Mining
Knime customer intelligence on social media: Text Analytics vs. Network Mining
 
Sentiment Analysis with KNIME Analytics Platform
Sentiment Analysis with KNIME Analytics PlatformSentiment Analysis with KNIME Analytics Platform
Sentiment Analysis with KNIME Analytics Platform
 
KNIME Data Science Learnathon: From Raw Data To Deployment - Dublin - June 2019
KNIME Data Science Learnathon: From Raw Data To Deployment - Dublin - June 2019KNIME Data Science Learnathon: From Raw Data To Deployment - Dublin - June 2019
KNIME Data Science Learnathon: From Raw Data To Deployment - Dublin - June 2019
 
Advanced analytics for the Internet of Things. Restocking Rental Bike Stations
Advanced analytics for the Internet of Things. Restocking Rental Bike StationsAdvanced analytics for the Internet of Things. Restocking Rental Bike Stations
Advanced analytics for the Internet of Things. Restocking Rental Bike Stations
 
KNIME Data Science Learnathon: From Raw Data To Deployment - Paris - November...
KNIME Data Science Learnathon: From Raw Data To Deployment - Paris - November...KNIME Data Science Learnathon: From Raw Data To Deployment - Paris - November...
KNIME Data Science Learnathon: From Raw Data To Deployment - Paris - November...
 
Text Processing with KNIME
Text Processing with KNIMEText Processing with KNIME
Text Processing with KNIME
 
KNIME Software Overview
KNIME Software OverviewKNIME Software Overview
KNIME Software Overview
 
Knime customer intelligence on social media odsc london
Knime customer intelligence on social media odsc london   Knime customer intelligence on social media odsc london
Knime customer intelligence on social media odsc london
 
Transforming KNIME Consumer Data into Actionable Insights
Transforming KNIME Consumer Data into Actionable InsightsTransforming KNIME Consumer Data into Actionable Insights
Transforming KNIME Consumer Data into Actionable Insights
 
Sentiment Analysis with Deep Learning, Machine Learning or Lexicon based
Sentiment Analysis with Deep Learning, Machine Learning or Lexicon basedSentiment Analysis with Deep Learning, Machine Learning or Lexicon based
Sentiment Analysis with Deep Learning, Machine Learning or Lexicon based
 
Scoring Metrics for Classification Models
Scoring Metrics for Classification ModelsScoring Metrics for Classification Models
Scoring Metrics for Classification Models
 
The Race To Better Datacenters - Tailormade Colocation by Globalways AG
The Race To Better Datacenters - Tailormade Colocation by Globalways AGThe Race To Better Datacenters - Tailormade Colocation by Globalways AG
The Race To Better Datacenters - Tailormade Colocation by Globalways AG
 
Using FME to Deliver Map-Based Geological Data for Oil & Gas Companies
Using FME to Deliver Map-Based Geological Data for Oil & Gas CompaniesUsing FME to Deliver Map-Based Geological Data for Oil & Gas Companies
Using FME to Deliver Map-Based Geological Data for Oil & Gas Companies
 
Unlock Your CAD Data for Real-Time Development (Unity+PiXYZ) - AEC
Unlock Your CAD Data for Real-Time Development (Unity+PiXYZ) - AECUnlock Your CAD Data for Real-Time Development (Unity+PiXYZ) - AEC
Unlock Your CAD Data for Real-Time Development (Unity+PiXYZ) - AEC
 
Twitter analytics in Bluemix
Twitter analytics in BluemixTwitter analytics in Bluemix
Twitter analytics in Bluemix
 
Upgrading Made Easy: Moving to InfluxDB 2.x or InfluxDB Cloud with Cribl LogS...
Upgrading Made Easy: Moving to InfluxDB 2.x or InfluxDB Cloud with Cribl LogS...Upgrading Made Easy: Moving to InfluxDB 2.x or InfluxDB Cloud with Cribl LogS...
Upgrading Made Easy: Moving to InfluxDB 2.x or InfluxDB Cloud with Cribl LogS...
 
Steve Litras [Cribl] | The Power of Infinite Choice | InfluxDays Virtual Expe...
Steve Litras [Cribl] | The Power of Infinite Choice | InfluxDays Virtual Expe...Steve Litras [Cribl] | The Power of Infinite Choice | InfluxDays Virtual Expe...
Steve Litras [Cribl] | The Power of Infinite Choice | InfluxDays Virtual Expe...
 
Introducing greenspaceLive and gTools
Introducing greenspaceLive and gToolsIntroducing greenspaceLive and gTools
Introducing greenspaceLive and gTools
 

Similar to What's New in KNIME Analytics Platform 4.1

Big Data with KNIME is as easy as 1, 2, 3, ...4!
Big Data with KNIME is as easy as 1, 2, 3, ...4!Big Data with KNIME is as easy as 1, 2, 3, ...4!
Big Data with KNIME is as easy as 1, 2, 3, ...4!KNIMESlides
 
Altinity Webinar: Introduction to Altinity.Cloud-Platform for Real-Time Data.pdf
Altinity Webinar: Introduction to Altinity.Cloud-Platform for Real-Time Data.pdfAltinity Webinar: Introduction to Altinity.Cloud-Platform for Real-Time Data.pdf
Altinity Webinar: Introduction to Altinity.Cloud-Platform for Real-Time Data.pdfAltinity Ltd
 
Building Event-Driven Microservices using Kafka Streams (Stathis Souris, Thou...
Building Event-Driven Microservices using Kafka Streams (Stathis Souris, Thou...Building Event-Driven Microservices using Kafka Streams (Stathis Souris, Thou...
Building Event-Driven Microservices using Kafka Streams (Stathis Souris, Thou...London Microservices
 
HostBridge Virtual User Group December 2020
HostBridge Virtual User Group December 2020HostBridge Virtual User Group December 2020
HostBridge Virtual User Group December 2020HostBridge Technology
 
Next Generation Cloud Computing With Google - RightScale Compute 2013
Next Generation Cloud Computing With Google - RightScale Compute 2013Next Generation Cloud Computing With Google - RightScale Compute 2013
Next Generation Cloud Computing With Google - RightScale Compute 2013RightScale
 
Continuous Delivery with CloudBees Core
Continuous Delivery with CloudBees CoreContinuous Delivery with CloudBees Core
Continuous Delivery with CloudBees CoreBhavani Rao
 
What’s New in Cognos Analytics 11.1.4
What’s New in Cognos Analytics 11.1.4What’s New in Cognos Analytics 11.1.4
What’s New in Cognos Analytics 11.1.4Senturus
 
Inteligencia artificial, open source e IBM Call for Code
Inteligencia artificial, open source e IBM Call for CodeInteligencia artificial, open source e IBM Call for Code
Inteligencia artificial, open source e IBM Call for CodeLuciano Resende
 
Cloud nativecomputingtechnologysupportinghpc cognitiveworkflows
Cloud nativecomputingtechnologysupportinghpc cognitiveworkflowsCloud nativecomputingtechnologysupportinghpc cognitiveworkflows
Cloud nativecomputingtechnologysupportinghpc cognitiveworkflowsYong Feng
 
“Parallelizing Machine Learning Applications in the Cloud with Kubernetes: A ...
“Parallelizing Machine Learning Applications in the Cloud with Kubernetes: A ...“Parallelizing Machine Learning Applications in the Cloud with Kubernetes: A ...
“Parallelizing Machine Learning Applications in the Cloud with Kubernetes: A ...Edge AI and Vision Alliance
 
Cloud computing and msp channel accelerating growth webinar ProfitBricks
Cloud computing and msp channel accelerating growth webinar ProfitBricksCloud computing and msp channel accelerating growth webinar ProfitBricks
Cloud computing and msp channel accelerating growth webinar ProfitBricksProfitBricks
 
Evolve or Fall Behind: Driving Transformation with Containers - Sai Vennam - ...
Evolve or Fall Behind: Driving Transformation with Containers - Sai Vennam - ...Evolve or Fall Behind: Driving Transformation with Containers - Sai Vennam - ...
Evolve or Fall Behind: Driving Transformation with Containers - Sai Vennam - ...CodeOps Technologies LLP
 
IBM Message Hub service in Bluemix - Apache Kafka in a public cloud
IBM Message Hub service in Bluemix - Apache Kafka in a public cloudIBM Message Hub service in Bluemix - Apache Kafka in a public cloud
IBM Message Hub service in Bluemix - Apache Kafka in a public cloudAndrew Schofield
 
Rethinking the Database in the IoT Era
Rethinking the Database in the IoT EraRethinking the Database in the IoT Era
Rethinking the Database in the IoT EraInfluxData
 
IBM Think 2020 Openshift on IBM Z and LinuxONE
IBM Think 2020 Openshift on IBM Z and LinuxONEIBM Think 2020 Openshift on IBM Z and LinuxONE
IBM Think 2020 Openshift on IBM Z and LinuxONEFilipe Miranda
 
DSD-INT 2018 Delft-FEWS new features - Boot Ververs
DSD-INT 2018 Delft-FEWS new features - Boot VerversDSD-INT 2018 Delft-FEWS new features - Boot Ververs
DSD-INT 2018 Delft-FEWS new features - Boot VerversDeltares
 
Festive Tech Calendar: Festive time with AKS networking
Festive Tech Calendar: Festive time with AKS networkingFestive Tech Calendar: Festive time with AKS networking
Festive Tech Calendar: Festive time with AKS networkingNico Meisenzahl
 
Adding Recurring Revenue with Cloud Computing ProfitBricks
Adding Recurring Revenue with Cloud Computing ProfitBricksAdding Recurring Revenue with Cloud Computing ProfitBricks
Adding Recurring Revenue with Cloud Computing ProfitBricksProfitBricks
 
ProfitBricks Cloud Computing IaaS An Introduction
ProfitBricks Cloud Computing IaaS An IntroductionProfitBricks Cloud Computing IaaS An Introduction
ProfitBricks Cloud Computing IaaS An IntroductionProfitBricks
 
Rethinking Application Design for the Cloud
Rethinking Application Design for the CloudRethinking Application Design for the Cloud
Rethinking Application Design for the CloudCloudBees
 

Similar to What's New in KNIME Analytics Platform 4.1 (20)

Big Data with KNIME is as easy as 1, 2, 3, ...4!
Big Data with KNIME is as easy as 1, 2, 3, ...4!Big Data with KNIME is as easy as 1, 2, 3, ...4!
Big Data with KNIME is as easy as 1, 2, 3, ...4!
 
Altinity Webinar: Introduction to Altinity.Cloud-Platform for Real-Time Data.pdf
Altinity Webinar: Introduction to Altinity.Cloud-Platform for Real-Time Data.pdfAltinity Webinar: Introduction to Altinity.Cloud-Platform for Real-Time Data.pdf
Altinity Webinar: Introduction to Altinity.Cloud-Platform for Real-Time Data.pdf
 
Building Event-Driven Microservices using Kafka Streams (Stathis Souris, Thou...
Building Event-Driven Microservices using Kafka Streams (Stathis Souris, Thou...Building Event-Driven Microservices using Kafka Streams (Stathis Souris, Thou...
Building Event-Driven Microservices using Kafka Streams (Stathis Souris, Thou...
 
HostBridge Virtual User Group December 2020
HostBridge Virtual User Group December 2020HostBridge Virtual User Group December 2020
HostBridge Virtual User Group December 2020
 
Next Generation Cloud Computing With Google - RightScale Compute 2013
Next Generation Cloud Computing With Google - RightScale Compute 2013Next Generation Cloud Computing With Google - RightScale Compute 2013
Next Generation Cloud Computing With Google - RightScale Compute 2013
 
Continuous Delivery with CloudBees Core
Continuous Delivery with CloudBees CoreContinuous Delivery with CloudBees Core
Continuous Delivery with CloudBees Core
 
What’s New in Cognos Analytics 11.1.4
What’s New in Cognos Analytics 11.1.4What’s New in Cognos Analytics 11.1.4
What’s New in Cognos Analytics 11.1.4
 
Inteligencia artificial, open source e IBM Call for Code
Inteligencia artificial, open source e IBM Call for CodeInteligencia artificial, open source e IBM Call for Code
Inteligencia artificial, open source e IBM Call for Code
 
Cloud nativecomputingtechnologysupportinghpc cognitiveworkflows
Cloud nativecomputingtechnologysupportinghpc cognitiveworkflowsCloud nativecomputingtechnologysupportinghpc cognitiveworkflows
Cloud nativecomputingtechnologysupportinghpc cognitiveworkflows
 
“Parallelizing Machine Learning Applications in the Cloud with Kubernetes: A ...
“Parallelizing Machine Learning Applications in the Cloud with Kubernetes: A ...“Parallelizing Machine Learning Applications in the Cloud with Kubernetes: A ...
“Parallelizing Machine Learning Applications in the Cloud with Kubernetes: A ...
 
Cloud computing and msp channel accelerating growth webinar ProfitBricks
Cloud computing and msp channel accelerating growth webinar ProfitBricksCloud computing and msp channel accelerating growth webinar ProfitBricks
Cloud computing and msp channel accelerating growth webinar ProfitBricks
 
Evolve or Fall Behind: Driving Transformation with Containers - Sai Vennam - ...
Evolve or Fall Behind: Driving Transformation with Containers - Sai Vennam - ...Evolve or Fall Behind: Driving Transformation with Containers - Sai Vennam - ...
Evolve or Fall Behind: Driving Transformation with Containers - Sai Vennam - ...
 
IBM Message Hub service in Bluemix - Apache Kafka in a public cloud
IBM Message Hub service in Bluemix - Apache Kafka in a public cloudIBM Message Hub service in Bluemix - Apache Kafka in a public cloud
IBM Message Hub service in Bluemix - Apache Kafka in a public cloud
 
Rethinking the Database in the IoT Era
Rethinking the Database in the IoT EraRethinking the Database in the IoT Era
Rethinking the Database in the IoT Era
 
IBM Think 2020 Openshift on IBM Z and LinuxONE
IBM Think 2020 Openshift on IBM Z and LinuxONEIBM Think 2020 Openshift on IBM Z and LinuxONE
IBM Think 2020 Openshift on IBM Z and LinuxONE
 
DSD-INT 2018 Delft-FEWS new features - Boot Ververs
DSD-INT 2018 Delft-FEWS new features - Boot VerversDSD-INT 2018 Delft-FEWS new features - Boot Ververs
DSD-INT 2018 Delft-FEWS new features - Boot Ververs
 
Festive Tech Calendar: Festive time with AKS networking
Festive Tech Calendar: Festive time with AKS networkingFestive Tech Calendar: Festive time with AKS networking
Festive Tech Calendar: Festive time with AKS networking
 
Adding Recurring Revenue with Cloud Computing ProfitBricks
Adding Recurring Revenue with Cloud Computing ProfitBricksAdding Recurring Revenue with Cloud Computing ProfitBricks
Adding Recurring Revenue with Cloud Computing ProfitBricks
 
ProfitBricks Cloud Computing IaaS An Introduction
ProfitBricks Cloud Computing IaaS An IntroductionProfitBricks Cloud Computing IaaS An Introduction
ProfitBricks Cloud Computing IaaS An Introduction
 
Rethinking Application Design for the Cloud
Rethinking Application Design for the CloudRethinking Application Design for the Cloud
Rethinking Application Design for the Cloud
 

More from KNIMESlides

Codeless Deep Learning for Language Modeling and Image Classification
Codeless Deep Learning for Language Modeling and Image ClassificationCodeless Deep Learning for Language Modeling and Image Classification
Codeless Deep Learning for Language Modeling and Image ClassificationKNIMESlides
 
Automating Inferences out of Financial Data
Automating Inferences out of Financial DataAutomating Inferences out of Financial Data
Automating Inferences out of Financial DataKNIMESlides
 
Credit Card Fraud Detection Tutorial - KNIME Meetup Berlin 2020
Credit Card Fraud Detection Tutorial - KNIME Meetup Berlin 2020Credit Card Fraud Detection Tutorial - KNIME Meetup Berlin 2020
Credit Card Fraud Detection Tutorial - KNIME Meetup Berlin 2020KNIMESlides
 
Credit Card Fraud Detection Tutorial
Credit Card Fraud Detection TutorialCredit Card Fraud Detection Tutorial
Credit Card Fraud Detection TutorialKNIMESlides
 
Practicing Data Science: A Collection of Case Studies
Practicing Data Science: A Collection of Case StudiesPracticing Data Science: A Collection of Case Studies
Practicing Data Science: A Collection of Case StudiesKNIMESlides
 
Open Source Story and what’s new in KNIME Software
Open Source Story and what’s new in KNIME SoftwareOpen Source Story and what’s new in KNIME Software
Open Source Story and what’s new in KNIME SoftwareKNIMESlides
 
Anomaly Detection - Discover unknown Frauds and Anomalies using Machine Learning
Anomaly Detection - Discover unknown Frauds and Anomalies using Machine LearningAnomaly Detection - Discover unknown Frauds and Anomalies using Machine Learning
Anomaly Detection - Discover unknown Frauds and Anomalies using Machine LearningKNIMESlides
 
Guided Automation- A Blueprint for Interactive Automated Machine Learning
Guided Automation- A Blueprint for Interactive Automated Machine LearningGuided Automation- A Blueprint for Interactive Automated Machine Learning
Guided Automation- A Blueprint for Interactive Automated Machine LearningKNIMESlides
 
Just add Imagination
Just add ImaginationJust add Imagination
Just add ImaginationKNIMESlides
 

More from KNIMESlides (9)

Codeless Deep Learning for Language Modeling and Image Classification
Codeless Deep Learning for Language Modeling and Image ClassificationCodeless Deep Learning for Language Modeling and Image Classification
Codeless Deep Learning for Language Modeling and Image Classification
 
Automating Inferences out of Financial Data
Automating Inferences out of Financial DataAutomating Inferences out of Financial Data
Automating Inferences out of Financial Data
 
Credit Card Fraud Detection Tutorial - KNIME Meetup Berlin 2020
Credit Card Fraud Detection Tutorial - KNIME Meetup Berlin 2020Credit Card Fraud Detection Tutorial - KNIME Meetup Berlin 2020
Credit Card Fraud Detection Tutorial - KNIME Meetup Berlin 2020
 
Credit Card Fraud Detection Tutorial
Credit Card Fraud Detection TutorialCredit Card Fraud Detection Tutorial
Credit Card Fraud Detection Tutorial
 
Practicing Data Science: A Collection of Case Studies
Practicing Data Science: A Collection of Case StudiesPracticing Data Science: A Collection of Case Studies
Practicing Data Science: A Collection of Case Studies
 
Open Source Story and what’s new in KNIME Software
Open Source Story and what’s new in KNIME SoftwareOpen Source Story and what’s new in KNIME Software
Open Source Story and what’s new in KNIME Software
 
Anomaly Detection - Discover unknown Frauds and Anomalies using Machine Learning
Anomaly Detection - Discover unknown Frauds and Anomalies using Machine LearningAnomaly Detection - Discover unknown Frauds and Anomalies using Machine Learning
Anomaly Detection - Discover unknown Frauds and Anomalies using Machine Learning
 
Guided Automation- A Blueprint for Interactive Automated Machine Learning
Guided Automation- A Blueprint for Interactive Automated Machine LearningGuided Automation- A Blueprint for Interactive Automated Machine Learning
Guided Automation- A Blueprint for Interactive Automated Machine Learning
 
Just add Imagination
Just add ImaginationJust add Imagination
Just add Imagination
 

Recently uploaded

KnowAPIs-UnknownPerf-jaxMainz-2024 (1).pptx
KnowAPIs-UnknownPerf-jaxMainz-2024 (1).pptxKnowAPIs-UnknownPerf-jaxMainz-2024 (1).pptx
KnowAPIs-UnknownPerf-jaxMainz-2024 (1).pptxTier1 app
 
Open Source Summit NA 2024: Open Source Cloud Costs - OpenCost's Impact on En...
Open Source Summit NA 2024: Open Source Cloud Costs - OpenCost's Impact on En...Open Source Summit NA 2024: Open Source Cloud Costs - OpenCost's Impact on En...
Open Source Summit NA 2024: Open Source Cloud Costs - OpenCost's Impact on En...Matt Ray
 
MYjobs Presentation Django-based project
MYjobs Presentation Django-based projectMYjobs Presentation Django-based project
MYjobs Presentation Django-based projectAnoyGreter
 
How to Track Employee Performance A Comprehensive Guide.pdf
How to Track Employee Performance A Comprehensive Guide.pdfHow to Track Employee Performance A Comprehensive Guide.pdf
How to Track Employee Performance A Comprehensive Guide.pdfLivetecs LLC
 
Buds n Tech IT Solutions: Top-Notch Web Services in Noida
Buds n Tech IT Solutions: Top-Notch Web Services in NoidaBuds n Tech IT Solutions: Top-Notch Web Services in Noida
Buds n Tech IT Solutions: Top-Notch Web Services in Noidabntitsolutionsrishis
 
What are the key points to focus on before starting to learn ETL Development....
What are the key points to focus on before starting to learn ETL Development....What are the key points to focus on before starting to learn ETL Development....
What are the key points to focus on before starting to learn ETL Development....kzayra69
 
Unveiling Design Patterns: A Visual Guide with UML Diagrams
Unveiling Design Patterns: A Visual Guide with UML DiagramsUnveiling Design Patterns: A Visual Guide with UML Diagrams
Unveiling Design Patterns: A Visual Guide with UML DiagramsAhmed Mohamed
 
Intelligent Home Wi-Fi Solutions | ThinkPalm
Intelligent Home Wi-Fi Solutions | ThinkPalmIntelligent Home Wi-Fi Solutions | ThinkPalm
Intelligent Home Wi-Fi Solutions | ThinkPalmSujith Sukumaran
 
SpotFlow: Tracking Method Calls and States at Runtime
SpotFlow: Tracking Method Calls and States at RuntimeSpotFlow: Tracking Method Calls and States at Runtime
SpotFlow: Tracking Method Calls and States at Runtimeandrehoraa
 
Unveiling the Future: Sylius 2.0 New Features
Unveiling the Future: Sylius 2.0 New FeaturesUnveiling the Future: Sylius 2.0 New Features
Unveiling the Future: Sylius 2.0 New FeaturesŁukasz Chruściel
 
Automate your Kamailio Test Calls - Kamailio World 2024
Automate your Kamailio Test Calls - Kamailio World 2024Automate your Kamailio Test Calls - Kamailio World 2024
Automate your Kamailio Test Calls - Kamailio World 2024Andreas Granig
 
EY_Graph Database Powered Sustainability
EY_Graph Database Powered SustainabilityEY_Graph Database Powered Sustainability
EY_Graph Database Powered SustainabilityNeo4j
 
Introduction Computer Science - Software Design.pdf
Introduction Computer Science - Software Design.pdfIntroduction Computer Science - Software Design.pdf
Introduction Computer Science - Software Design.pdfFerryKemperman
 
Cloud Management Software Platforms: OpenStack
Cloud Management Software Platforms: OpenStackCloud Management Software Platforms: OpenStack
Cloud Management Software Platforms: OpenStackVICTOR MAESTRE RAMIREZ
 
What is Fashion PLM and Why Do You Need It
What is Fashion PLM and Why Do You Need ItWhat is Fashion PLM and Why Do You Need It
What is Fashion PLM and Why Do You Need ItWave PLM
 
Building a General PDE Solving Framework with Symbolic-Numeric Scientific Mac...
Building a General PDE Solving Framework with Symbolic-Numeric Scientific Mac...Building a General PDE Solving Framework with Symbolic-Numeric Scientific Mac...
Building a General PDE Solving Framework with Symbolic-Numeric Scientific Mac...stazi3110
 
Cloud Data Center Network Construction - IEEE
Cloud Data Center Network Construction - IEEECloud Data Center Network Construction - IEEE
Cloud Data Center Network Construction - IEEEVICTOR MAESTRE RAMIREZ
 
BATTLEFIELD ORM: TIPS, TACTICS AND STRATEGIES FOR CONQUERING YOUR DATABASE
BATTLEFIELD ORM: TIPS, TACTICS AND STRATEGIES FOR CONQUERING YOUR DATABASEBATTLEFIELD ORM: TIPS, TACTICS AND STRATEGIES FOR CONQUERING YOUR DATABASE
BATTLEFIELD ORM: TIPS, TACTICS AND STRATEGIES FOR CONQUERING YOUR DATABASEOrtus Solutions, Corp
 

Recently uploaded (20)

KnowAPIs-UnknownPerf-jaxMainz-2024 (1).pptx
KnowAPIs-UnknownPerf-jaxMainz-2024 (1).pptxKnowAPIs-UnknownPerf-jaxMainz-2024 (1).pptx
KnowAPIs-UnknownPerf-jaxMainz-2024 (1).pptx
 
Open Source Summit NA 2024: Open Source Cloud Costs - OpenCost's Impact on En...
Open Source Summit NA 2024: Open Source Cloud Costs - OpenCost's Impact on En...Open Source Summit NA 2024: Open Source Cloud Costs - OpenCost's Impact on En...
Open Source Summit NA 2024: Open Source Cloud Costs - OpenCost's Impact on En...
 
MYjobs Presentation Django-based project
MYjobs Presentation Django-based projectMYjobs Presentation Django-based project
MYjobs Presentation Django-based project
 
How to Track Employee Performance A Comprehensive Guide.pdf
How to Track Employee Performance A Comprehensive Guide.pdfHow to Track Employee Performance A Comprehensive Guide.pdf
How to Track Employee Performance A Comprehensive Guide.pdf
 
Buds n Tech IT Solutions: Top-Notch Web Services in Noida
Buds n Tech IT Solutions: Top-Notch Web Services in NoidaBuds n Tech IT Solutions: Top-Notch Web Services in Noida
Buds n Tech IT Solutions: Top-Notch Web Services in Noida
 
Hot Sexy call girls in Patel Nagar🔝 9953056974 🔝 escort Service
Hot Sexy call girls in Patel Nagar🔝 9953056974 🔝 escort ServiceHot Sexy call girls in Patel Nagar🔝 9953056974 🔝 escort Service
Hot Sexy call girls in Patel Nagar🔝 9953056974 🔝 escort Service
 
What are the key points to focus on before starting to learn ETL Development....
What are the key points to focus on before starting to learn ETL Development....What are the key points to focus on before starting to learn ETL Development....
What are the key points to focus on before starting to learn ETL Development....
 
Unveiling Design Patterns: A Visual Guide with UML Diagrams
Unveiling Design Patterns: A Visual Guide with UML DiagramsUnveiling Design Patterns: A Visual Guide with UML Diagrams
Unveiling Design Patterns: A Visual Guide with UML Diagrams
 
Intelligent Home Wi-Fi Solutions | ThinkPalm
Intelligent Home Wi-Fi Solutions | ThinkPalmIntelligent Home Wi-Fi Solutions | ThinkPalm
Intelligent Home Wi-Fi Solutions | ThinkPalm
 
2.pdf Ejercicios de programación competitiva
2.pdf Ejercicios de programación competitiva2.pdf Ejercicios de programación competitiva
2.pdf Ejercicios de programación competitiva
 
SpotFlow: Tracking Method Calls and States at Runtime
SpotFlow: Tracking Method Calls and States at RuntimeSpotFlow: Tracking Method Calls and States at Runtime
SpotFlow: Tracking Method Calls and States at Runtime
 
Unveiling the Future: Sylius 2.0 New Features
Unveiling the Future: Sylius 2.0 New FeaturesUnveiling the Future: Sylius 2.0 New Features
Unveiling the Future: Sylius 2.0 New Features
 
Automate your Kamailio Test Calls - Kamailio World 2024
Automate your Kamailio Test Calls - Kamailio World 2024Automate your Kamailio Test Calls - Kamailio World 2024
Automate your Kamailio Test Calls - Kamailio World 2024
 
EY_Graph Database Powered Sustainability
EY_Graph Database Powered SustainabilityEY_Graph Database Powered Sustainability
EY_Graph Database Powered Sustainability
 
Introduction Computer Science - Software Design.pdf
Introduction Computer Science - Software Design.pdfIntroduction Computer Science - Software Design.pdf
Introduction Computer Science - Software Design.pdf
 
Cloud Management Software Platforms: OpenStack
Cloud Management Software Platforms: OpenStackCloud Management Software Platforms: OpenStack
Cloud Management Software Platforms: OpenStack
 
What is Fashion PLM and Why Do You Need It
What is Fashion PLM and Why Do You Need ItWhat is Fashion PLM and Why Do You Need It
What is Fashion PLM and Why Do You Need It
 
Building a General PDE Solving Framework with Symbolic-Numeric Scientific Mac...
Building a General PDE Solving Framework with Symbolic-Numeric Scientific Mac...Building a General PDE Solving Framework with Symbolic-Numeric Scientific Mac...
Building a General PDE Solving Framework with Symbolic-Numeric Scientific Mac...
 
Cloud Data Center Network Construction - IEEE
Cloud Data Center Network Construction - IEEECloud Data Center Network Construction - IEEE
Cloud Data Center Network Construction - IEEE
 
BATTLEFIELD ORM: TIPS, TACTICS AND STRATEGIES FOR CONQUERING YOUR DATABASE
BATTLEFIELD ORM: TIPS, TACTICS AND STRATEGIES FOR CONQUERING YOUR DATABASEBATTLEFIELD ORM: TIPS, TACTICS AND STRATEGIES FOR CONQUERING YOUR DATABASE
BATTLEFIELD ORM: TIPS, TACTICS AND STRATEGIES FOR CONQUERING YOUR DATABASE
 

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