Deep Learning for Everyone (Tech Intersections)

Transcript

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
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
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
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