Deep Learning for Everyone (Tech Intersections)

Deep Learning for Everyone (Tech Intersections)

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Gabriela de Queiroz

January 25, 2020
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  1. Deep Learning for Everyone Gabriela de Queiroz Sr. Engineering &

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

    AI Inclusive (ai-inclusive.org) • Member of the R Foundation • Sr. Engineering & Data Science Manager, IBM Data Scientist + Developer Advocate + Open Source Developer + Manager + Community Builder + Mentor slides: bit.ly/dl-techintersections
  3. 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
  4. slides: bit.ly/dl-techintersections

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

  6. > 4 million results! > 183 million results!

  7. slides: bit.ly/rday-medellin Help!

  8. 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
  9. 30+ ready to use deep learning models

  10. 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
  11. What do I need to get started?

  12. https://www.docker.com

  13. Ways of accessing the models

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

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

  16. None
  17. Access the API via Swagger

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

  19. Access the API via R slides: bit.ly/dl-techintersections

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

  21. Access the API via Node-RED flow

  22. Access the API via CodePen

  23. All this in a standardized way

  24. None
  25. 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
  26. And if you are feeling adventurous…

  27. You can train your model using your own data

  28. None
  29. www.k-roz.com @gdequeiroz | www.k-roz.com

  30. How do I get started?

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

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

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

  34. 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
  35. @gdequeiroz | www.k-roz.com | gdq@ibm.com

  36. 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
  37. Data Asset eXchange (DAX) ibm.biz/data-exchange

  38. DEMO! Wish me luck ibm.biz/model-exchange slides: bit.ly/dl-techintersections

  39. Thank you! K- ROZ .COM @GDEQUEIROZ GABRI EL A DE

    QU EI ROZ ai-inclusive.org Our mission is to increase the representation and participation of gender minority groups in AI. info@ai-inclusive.org slides: bit.ly/dl-techintersections