Using a trained model on your mobile device
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The document is a comprehensive overview of CoreML, detailing how to train and use machine learning models within applications. It includes examples such as XOR operations and Inception V3 for computer vision, along with links to additional resources. It also contains a disclaimer regarding the information provided and proprietary rights of SAP SE and its affiliates.
Using a trained model on your mobile device
- 1. Lars Gregori, SAP Hybris November 25, 2017 Using A Trained Model On Your Mobile Device
- 2. PUBLIC© 2017 SAP SE or an SAP affiliate company. All rights reserved. ǀ 2 CoreML ▪ What is CoreML? Train a model ▪ Train, convert, and add a model to an app. Use a model ▪ Add an available model to an app. Agenda
- 3. CoreML
- 4. PUBLIC© 2017 SAP SE or an SAP affiliate company. All rights reserved. ǀ 4 A trained model is the result of applying a machine learning algorithm to a set of training data. The model makes predictions based on new input data. CoreML https://developer.apple.com/documentation/coreml … integrates trained machine learning models into your app.
- 5. XOR example
- 6. PUBLIC© 2017 SAP SE or an SAP affiliate company. All rights reserved. ǀ 6 0 xor 0 = 0 0 xor 1 = 1 1 xor 0 = 1 1 xor 1 = 0 XOR if a != b
- 7. INTERNAL© 2017 SAP SE or an SAP affiliate company. All rights reserved. ǀ 7 DEMO
- 9. PUBLIC© 2017 SAP SE or an SAP affiliate company. All rights reserved. ǀ 9 arXiv:1512.00567 - Rethinking the Inception Architecture for Computer Vision Inception v3
- 10. PUBLIC© 2017 SAP SE or an SAP affiliate company. All rights reserved. ǀ 10 Inceptionv3.mlmodel
- 11. PUBLIC© 2017 SAP SE or an SAP affiliate company. All rights reserved. ǀ 11 Inceptionv3.mlmodel
- 12. INTERNAL© 2017 SAP SE or an SAP affiliate company. All rights reserved. ǀ 12
- 13. INTERNAL© 2017 SAP SE or an SAP affiliate company. All rights reserved. ǀ 13 DEMO
- 15. INTERNAL© 2017 SAP SE or an SAP affiliate company. All rights reserved. ǀ 15https://developer.apple.com/documentation/coreml/converting_trained_models_to_core_ml
- 16. PUBLIC© 2017 SAP SE or an SAP affiliate company. All rights reserved. ǀ 16 Style transfer with Torch & CoreML https://blog.prismalabs.ai/diy-prisma-app-with-coreml-6b4994cc99e1
- 17. INTERNAL© 2017 SAP SE or an SAP affiliate company. All rights reserved. ǀ 17 DEMO
- 18. PUBLIC© 2017 SAP SE or an SAP affiliate company. All rights reserved. ǀ 18 Summary
- 19. PUBLIC© 2017 SAP SE or an SAP affiliate company. All rights reserved. ǀ 19 Tensorflow Mobile Tensorflow Lite Android?
- 20. PUBLIC© 2017 SAP SE or an SAP affiliate company. All rights reserved. ǀ 20 CoreML https://developer.apple.com/documentation/coreml XOR example https://amundtveit.com/2017/06/07/keras-deep-learning-with-apples-coremltools-on-ios-11-part-1/ Rethinking the Inception Architecture for Computer Vision. https://arxiv.org/abs/1512.00567 Torch7 -> CoreML https://github.com/prisma-ai/torch2coreml Awesome Core ML Models https://github.com/likedan/Awesome-CoreML-Models Links
- 21. Thank you. Lars Gregori, SAP Hybris @choas Hi Lars …
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