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Guided Automation- A Blueprint for Interactive Automated Machine Learning

KNIMESlides
KNIMESlides

The document outlines a webinar by KNIME on guided automation for interactive automated machine learning, highlighting the importance of the CRISP-DM cycle and user interactions through tools like quickforms and JavaScript nodes. It discusses how guided automation assists business analysts and data scientists in optimizing models and utilizing machine learning effectively. The document also promotes the upcoming KNIME Spring Summit 2019 and offers a free resource for attendees.

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© 2019 KNIME AG. All rights reserved. Guided Automation A Blueprint for Interactive Automated Machine Learning Webinar will be live shortly!
© 2019 KNIME AG. All rights reserved. Guided Automation A Blueprint for Interactive Automated Machine Learning Paolo Tamagnini, KNIME Rosaria Silipo, KNIME
© 2019 KNIME AG. All rights reserved. 3 The CRISP-DM Cycle
© 2019 KNIME AG. All rights reserved. 4 In theory.. Data Scientist Business Analysts tadaahh! Great! Good Job! Awesome!
© 2019 KNIME AG. All rights reserved. 5 In practice.. Data Scientist Business Analysts Can I optimize the model parameters?Can I upload my own file? Can I use a neural network instead of a decision tree? !? Would it be possible to add some feature engineering?
© 2019 KNIME AG. All rights reserved. 6 The CRISP-DM Cycle with Wrapped Metanodes
© 2019 KNIME AG. All rights reserved. 7 Examples of Wrapped Metanode Views
© 2019 KNIME AG. All rights reserved. 8 Quickforms and JavaScript Nodes
© 2019 KNIME AG. All rights reserved. 9 How to Make a Wrapped Metanode
© 2019 KNIME AG. All rights reserved. 10 • A Quickform or a JavaScript node inside a wrapped metanode produces: – an interactive View in KNIME Analytics Platform – an interactive web page on the KNIME WebPortal of the KNIME Server • One or more Quickforms or JavaScript nodes produce a Composite View • Layout of the Composite Views are easily customizable Quickforms and JavaScript Nodes
© 2019 KNIME AG. All rights reserved. 11 Customizing the View Layout
© 2019 KNIME AG. All rights reserved. 12 Data Access Exposing some parameters to the business analyst using QuickForms nodes!
© 2019 KNIME AG. All rights reserved. 13 Data Visualization of Results Using Interactivity of JavaScript nodes in a Composite View!
© 2019 KNIME AG. All rights reserved. 14 A Solution to Automated Machine Learning What is Guided Analytics? Developing interactive systems assisting the business analyst in finding new insights and predict future outcomes Guided Automation is a special instance of Guided Analytics aimed at intelligently automating the ML cycle
© 2019 KNIME AG. All rights reserved. 15 Two Key Questions Can we automate the ML cycle in KNIME? Is it useful to automate the ML cycle?
© 2019 KNIME AG. All rights reserved. 16 A General Recipe for Guided Automation
© 2019 KNIME AG. All rights reserved. 17 Our Blueprint
© 2019 KNIME AG. All rights reserved. 19 User Interactions Business analysts will simply access the KNIME WebPortal from any web browser Let’s do a LIVE demo !
© 2019 KNIME AG. All rights reserved. 20 The Workflow
© 2019 KNIME AG. All rights reserved. 21 The Workflow
© 2019 KNIME AG. All rights reserved. 22 The Workflow
© 2019 KNIME AG. All rights reserved. 23 The Workflow
© 2019 KNIME AG. All rights reserved. 24 The Workflow EXAMPLES/50_Applications/ 36_Guided_Analytics_for_ML_Automation/ 01_Guided_Analytics_for_ML_Automation
© 2019 KNIME AG. All rights reserved. 25 Ideally... Data Scientist Business Analysts That’s it! Perfect! Here we go!
© 2019 KNIME AG. All rights reserved. 26 Come join us in Paris the 21st of February!
© 2019 KNIME AG. All rights reserved. 27 KNIME Spring Summit 2019 March 18 – 22 at bcc Berlin Congress Center, Berlin • Monday & Tuesday: One-day courses • Wednesday & Thursday: Summit sessions • Friday: Workshops Register by February 4 for 20% off tickets! Register at knime.com/spring-summit2019
© 2019 KNIME AG. All rights reserved. 28 Thank you for joining our Webinar! Free Copy of Practicing Data Science Book from KNIME Press: https://www.knime.com/knimepress with this code: GUIDED-AUTOMATION-0119

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Guided Automation- A Blueprint for Interactive Automated Machine Learning

  • 1. © 2019 KNIME AG. All rights reserved. Guided Automation A Blueprint for Interactive Automated Machine Learning Webinar will be live shortly!
  • 2. © 2019 KNIME AG. All rights reserved. Guided Automation A Blueprint for Interactive Automated Machine Learning Paolo Tamagnini, KNIME Rosaria Silipo, KNIME
  • 3. © 2019 KNIME AG. All rights reserved. 3 The CRISP-DM Cycle
  • 4. © 2019 KNIME AG. All rights reserved. 4 In theory.. Data Scientist Business Analysts tadaahh! Great! Good Job! Awesome!
  • 5. © 2019 KNIME AG. All rights reserved. 5 In practice.. Data Scientist Business Analysts Can I optimize the model parameters?Can I upload my own file? Can I use a neural network instead of a decision tree? !? Would it be possible to add some feature engineering?
  • 6. © 2019 KNIME AG. All rights reserved. 6 The CRISP-DM Cycle with Wrapped Metanodes
  • 7. © 2019 KNIME AG. All rights reserved. 7 Examples of Wrapped Metanode Views
  • 8. © 2019 KNIME AG. All rights reserved. 8 Quickforms and JavaScript Nodes
  • 9. © 2019 KNIME AG. All rights reserved. 9 How to Make a Wrapped Metanode
  • 10. © 2019 KNIME AG. All rights reserved. 10 • A Quickform or a JavaScript node inside a wrapped metanode produces: – an interactive View in KNIME Analytics Platform – an interactive web page on the KNIME WebPortal of the KNIME Server • One or more Quickforms or JavaScript nodes produce a Composite View • Layout of the Composite Views are easily customizable Quickforms and JavaScript Nodes
  • 11. © 2019 KNIME AG. All rights reserved. 11 Customizing the View Layout
  • 12. © 2019 KNIME AG. All rights reserved. 12 Data Access Exposing some parameters to the business analyst using QuickForms nodes!
  • 13. © 2019 KNIME AG. All rights reserved. 13 Data Visualization of Results Using Interactivity of JavaScript nodes in a Composite View!
  • 14. © 2019 KNIME AG. All rights reserved. 14 A Solution to Automated Machine Learning What is Guided Analytics? Developing interactive systems assisting the business analyst in finding new insights and predict future outcomes Guided Automation is a special instance of Guided Analytics aimed at intelligently automating the ML cycle
  • 15. © 2019 KNIME AG. All rights reserved. 15 Two Key Questions Can we automate the ML cycle in KNIME? Is it useful to automate the ML cycle?
  • 16. © 2019 KNIME AG. All rights reserved. 16 A General Recipe for Guided Automation
  • 17. © 2019 KNIME AG. All rights reserved. 17 Our Blueprint
  • 18. © 2019 KNIME AG. All rights reserved. 19 User Interactions Business analysts will simply access the KNIME WebPortal from any web browser Let’s do a LIVE demo !
  • 19. © 2019 KNIME AG. All rights reserved. 20 The Workflow
  • 20. © 2019 KNIME AG. All rights reserved. 21 The Workflow
  • 21. © 2019 KNIME AG. All rights reserved. 22 The Workflow
  • 22. © 2019 KNIME AG. All rights reserved. 23 The Workflow
  • 23. © 2019 KNIME AG. All rights reserved. 24 The Workflow EXAMPLES/50_Applications/ 36_Guided_Analytics_for_ML_Automation/ 01_Guided_Analytics_for_ML_Automation
  • 24. © 2019 KNIME AG. All rights reserved. 25 Ideally... Data Scientist Business Analysts That’s it! Perfect! Here we go!
  • 25. © 2019 KNIME AG. All rights reserved. 26 Come join us in Paris the 21st of February!
  • 26. © 2019 KNIME AG. All rights reserved. 27 KNIME Spring Summit 2019 March 18 – 22 at bcc Berlin Congress Center, Berlin • Monday & Tuesday: One-day courses • Wednesday & Thursday: Summit sessions • Friday: Workshops Register by February 4 for 20% off tickets! Register at knime.com/spring-summit2019
  • 27. © 2019 KNIME AG. All rights reserved. 28 Thank you for joining our Webinar! Free Copy of Practicing Data Science Book from KNIME Press: https://www.knime.com/knimepress with this code: GUIDED-AUTOMATION-0119