Car brand recognition using SAP Data Hub

This slide deck showed our use case for doing image recognition via Tensorflow in a dataflow managed by SAP Data Hub.

Transcript

1. Status 14.02.2017 Sulzer España, S.L.U.– sitBCN 2019 1 INTEGRATING WITH SAP DATA HUB EXAMPLE: CAR BRAND RECOGNITION *pron. [z ʊ l ts ə r] * jorge.plaza@sulzer.de philipp.nell@sulzer.de
2. Status 14.02.2017 Sulzer España, S.L.U.– sitBCN 2019 2 Looking back to sitBCN 2018 What is SAP Data Hub all about Building pipelines for transforming data Today’s show case “Car brand recognition” (again ) Demo More ideas INTEGRATING WITH SAP DATA HUB AGENDA
3. Status 14.02.2017 Sulzer España, S.L.U.– sitBCN 2019 3 LOOKING BACK TO SITBCN 2018 https://www.youtube.com/watch?v=YXCU6ZaQLkQ
4. Status 14.02.2017 Sulzer España, S.L.U.– sitBCN 2019 4 LOOKING BACK TO SITBCN 2018
5. Status 14.02.2017 Sulzer España, S.L.U.– sitBCN 2019 5 Data Hub is a complex utility for data orchestration and metadata management across heterogeneous data sources Its development has been favored by the arrival of Big Data to the business world: WHY DATAHUB Source: https://www.sap.com
6. Status 14.02.2017 Sulzer España, S.L.U.– sitBCN 2019 6 Many distributed file systems in the business scope give, as a result, very complex system ecosystems WHY DATAHUB Source: https://www.sap.com
7. Status 14.02.2017 Sulzer España, S.L.U.– sitBCN 2019 7 SAP Data Hub uses a modern open architecture All necessary components are fully containerized and delivered as a Docker image ARCHITECTURE *Kubernetes is an open-source system for automating deployment, scaling, and management of containerized applications SAP Data Hub decouples data processing (in Kubernetes*) and data storages (any supported cloud store) Source: https://www.sap.com
8. Status 14.02.2017 Sulzer España, S.L.U.– sitBCN 2019 8 ARCHITECTURE What do you need? Where to deploy it? You need to take care of It has been taken care of
9. Status 14.02.2017 Sulzer España, S.L.U.– sitBCN 2019 9 FUNCTIONAL OVERVIEW OF SAP DATA HUB
10. Status 14.02.2017 Sulzer España, S.L.U.– sitBCN 2019 10 CONNECTION MANAGEMENT Allowed system types definitions can be found in the Connection Types tab within this tool. https://help.sap.com/viewer/1246f58c6a74412580877af1f484f41a/2.6.latest/en-US/c68bcf2d960547879d7fcc6ab7a2bfa5.html
11. Status 14.02.2017 Sulzer España, S.L.U.– sitBCN 2019 11 Manage data across different systems, get data previews, make data more accessible to other users, prepare and validate the data… https://help.sap.com/viewer/bd9aff2447b24109bccbd7618cfd542e/2.6.latest/en-US METADATA EXPLORER
12. Status 14.02.2017 Sulzer España, S.L.U.– sitBCN 2019 12 METADATA EXPLORER Metadata preview and filtering, monitor the status of the Metadata Explorer tasks…
13. Status 14.02.2017 Sulzer España, S.L.U.– sitBCN 2019 14 SYSTEM MANAGEMENT Manage user’s workspace, share files to tenant workspace, change user password, manage user applications https://help.sap.com/viewer/1246f58c6a74412580877af1f484f41a/2.6.latest/en-US/76e7a1faa64f408e9e72dc2fa4071964.html
14. Status 14.02.2017 Sulzer España, S.L.U.– sitBCN 2019 15 PIPELINE MODELER (1/5)
15. Status 14.02.2017 Sulzer España, S.L.U.– sitBCN 2019 16 PIPELINE MODELER (2/5)
16. Status 14.02.2017 Sulzer España, S.L.U.– sitBCN 2019 17 PIPELINE MODELER (3/5)
17. Status 14.02.2017 Sulzer España, S.L.U.– sitBCN 2019 18 PIPELINE MODELER (4/5)
18. Status 14.02.2017 Sulzer España, S.L.U.– sitBCN 2019 19 PIPELINE MODELER (5/5) PIPELINES OUT OF THE BOX Import ABAP operators Basic Validation Rule Load into SAP Vora Sentiment Analisis S3
19. Status 14.02.2017 Sulzer España, S.L.U.– sitBCN 2019 20 1. Retrieve files from source • Cold storage • Streaming • … 2. Send images to TF server 3. Save (real-time) results to HANA TODAY’S SHOWCASE STEPS
20. Status 14.02.2017 Sulzer España, S.L.U.– sitBCN 2019 21 • This operator is used to read a file or periodically poll a directory for its contents in a storage service • The JavaScript operator allows you to execute JavaScript snippets within a graph • An HTTP client operator capable of sending arbitrary HTTP requests, polling a URL and POSTing JSON data • This operator executes SQL statements and inserts CSV or JSON data into an SAP HANA instance TODAY’S SHOWCASE OUR OPERATORS
21. Status 14.02.2017 Sulzer España, S.L.U.– sitBCN 2019 22 TODAY’S SHOWCASE RESULT
22. Status 14.02.2017 Sulzer España, S.L.U.– sitBCN 2019 23 SHOWTIME
23. Status 14.02.2017 Sulzer España, S.L.U.– sitBCN 2019 24 Any question Suggestion, Feedback