Deep Learning for Everyone (Virtual Community Day Deploy AI)

Transcript

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
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
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
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