Deep Learning for Everyone (Virtual Community Day Deploy AI)

Deep Learning for Everyone (Virtual Community Day Deploy AI)

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Gabriela de Queiroz

March 10, 2020
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  1. Deep Learning for Everyone Gabriela de Queiroz Sr. Engineering and

    Data Science Manager, IBM Founder, R-Ladies & AI Inclusive @gdequeiroz | k-roz.com slides: http://bit.ly/deploy-ai
  2. Gabriela de Queiroz • Founder of R-Ladies • Founder of

    AI Inclusive (ai-inclusive.org) • Sr. Engineering and Data Science Manager, IBM Data Scientist + Developer Advocate + Open Source Developer + Manager + Community Builder + Mentor + Speaker slides: http://bit.ly/deploy-ai
  3. Worldwide organization that promotes diversity in the #rstats community via

    meetups and mentorship in a friendly and safe environment. rladies.org
  4. • Website: ai-inclusive.org • Twitter: twitter.com/AIinclusive • Facebook: facebook.com/aiinclusive/ •

    Instagram: instagram.com/ai_inclusive
  5. Center for Open Source Data and AI Technologies (CODAIT) 30+

    open source developers! Watson West Building 505 Howard St. San Francisco, California Improving Enterprise AI lifecycle in Open Source Gather Data Analyze Data Machine Learning Deep Learning Deploy Model Maintain Model Python Data Science Stack Fabric for Deep Learning (FfDL) Mleap + PFA Scikit-Learn Pandas Apache Spark Apache Spark Jupyter Model Asset eXchange Keras + Tensorflow CODAIT codait.org Gather Data Analyze Data Machine Learning Deep Learning Deploy Model Maintain Model Python Data Science Stack Fabric for Deep Learning (FfDL) PFA, PMML, ONNX Scikit-Learn Pandas Apache Spark Jupyter Model Asset eXchange (MAX) Tensorflow + PyTorch AIF360 ART AIF360 ART AIF360 ART Apache Spark Data Asset eXchange (DAX) Build tools to make AI accessible to all @gdequeiroz | www.k-roz.com
  6. Machine Learning Team (10 open source developers) @gdequeiroz | www.k-roz.com

    1) TensorFlow 2) PyTorch 3) Keras 4) Apache Arrow ibm.biz/model-exchange ibm.biz/data-exchange
  7. slides: http://bit.ly/deploy-ai

  8. ❗ https://twitter.com/JeffDean/status/1135114657344237568?s=20

  9. > 4 million results! > 183 million results!

  10. Help!

  11. Model Asset eXchange Place for developers/data scientists to find and

    use free and open source deep learning models ibm.biz/model-exchange @gdequeiroz | www.k-roz.com
  12. 30+ ready to use deep learning models

  13. Model Asset eXchange (MAX) • Wide variety of domains (text,

    audio, image, etc) • Multiple deep learning frameworks (TensorFlow, 
 PyTorch, Keras) • Trainable and Deployable versions ibm.biz/model-exchange
  14. What do I need to get started?

  15. https://www.docker.com

  16. Ways of accessing the models

  17. OBJECT DETECTOR Localize and identify multiple objects in a single

    image @gdequeiroz | www.k-roz.com
  18. ibm.biz/model-exchange

  19. None
  20. Access the API via Swagger

  21. Access the API via Python Try yourself here: ibm.biz/max-notebook

  22. Access the API via R slides: http://bit.ly/deploy-ai

  23. Access the API via Web App Try yourself here: ibm.biz/object-detector-webapp

  24. Access the API via Node-RED flow

  25. Access the API via CodePen

  26. All this in a standardized way

  27. None
  28. Find* a state-of-art open source deep learning model specific to

    domain Validate license terms Perform model health check & code clean up Wrap models in MAX framework and provide REST API Publish the deployable model as Docker images on Docker Hub Use the MAX training framework to create an image for custom model training Review and Continuous Integration * or build from scratch BEHIND THE SCENES
  29. And if you are feeling adventurous…

  30. You can train your model using your own data

  31. None
  32. www.k-roz.com @gdequeiroz | www.k-roz.com

  33. How do I get started?

  34. @gdequeiroz | www.k-roz.com ibm.biz/max-tutorial

  35. Code Patterns How to easily consume MAX models ibm.biz/max-code-patterns

  36. Create a machine learning powered web app to answer questions

  37. ibm.biz/max-raspberry

  38. Use your arms to make music Create music with your

    arms using the Model Asset eXchange (MAX) human pose estimator model and TensorFlow Use your arms to make music Create music with your arms using the Model Asset eXchange (MAX) human pose estimator model and TensorFlow
  39. @gdequeiroz | www.k-roz.com | gdq@ibm.com

  40. Data Asset eXchange (DAX) • Curated free and open datasets

    under open data licenses • Standardized dataset formats and metadata • Ready for use in enterprise AI applications • Complement to the Model Asset eXchange (MAX) ibm.biz/data-exchange @gdequeiroz | www.k-roz.com
  41. Data Asset eXchange (DAX) ibm.biz/data-exchange

  42. @gdequeiroz | www.k-roz.com ibm.biz/dax-tutorial

  43. DEMO! Wish me luck ibm.biz/model-exchange slides: http://bit.ly/deploy-ai

  44. Thank you! K- ROZ .CO M @G D EQ U

    E I R OZ AI -I N CLU S IVE .OR G I NFO @A I- IN CLUS IVE .O RG CO N TACTK R OZ@ G M AI L .CO M