Improving your vision with Azure Cognitive Services - MixUG
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Presentation given for the first meetup for the Dutch Mixed Reality User Group (http://www.mixug.nl/) at Ettu on Wednesday 13th of November.
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Improving your vision with Azure Cognitive Services - MixUG
- 1. Improving your vision with Azure Cognitive Services - MixUG 1 Improving your vision with Azure Cognitive Services 13 September - MixUG
- 3. ML & AI is hot! Improving your vision with Azure Cognitive Services - MixUG 4
- 4. Cortana Intelligence Suite Improving your vision with Azure Cognitive Services - MixUG 5
- 5. Microsoft Cognitive Services Give your apps a human side From faces to feelings, allow your apps to understand images and video Hear and speak to your users by filtering noise, identifying speakers, and understanding intent Process text and learn how to recognize what users want Tap into rich knowledge amassed from the web, academia, or your own data Access billions of web pages, images, videos, and news with the power of Bing APIs
- 6. How did we end up here? Improving your vision with Azure Cognitive Services - MixUG 7 Microsoft Cognitive Services Bing Search Project Oxford Microsoft CognitiveToolkit (CNTK) MicrosoftTechnology & Research 2015 2009 2016
- 7. Improving your vision with Azure Cognitive Services - MixUG 8
- 8. Improving your vision with Azure Cognitive Services - MixUG 9
- 9. Improving your vision with Azure Cognitive Services - MixUG 11
- 10. Improving your vision with Azure Cognitive Services - MixUG 12
- 11. Improving your vision with Azure Cognitive Services - MixUG 13
- 12. Improving your vision with Azure Cognitive Services - MixUG 14
- 13. Improving your vision with Azure Cognitive Services - MixUG 15
- 14. Improving your vision with Azure Cognitive Services - MixUG 16
- 15. Microsoft Cognitive Services Docs https://docs.microsoft.com/en-us/azure/cognitive-services/index Improving your vision with Azure Cognitive Services - MixUG 17
- 16. Improving your vision with Azure Cognitive Services - MixUG 18 Computer Vision API
- 17. Computer Vision API • Recognize and understand information from images Improving your vision with Azure Cognitive Services - MixUG 19 Tags Descriptions Faces Colors Domain modelsCognitive Services Computer Vision API
- 18. Computer Vision API • Examples • https://azure.microsoft.com/en-us/services/cognitive-services/computer-vision/ • API Reference • https://westus.dev.cognitive.microsoft.com/docs/services/56f91f2d778daf23d8ec673 9/operations/56f91f2e778daf14a499e1fa Improving your vision with Azure Cognitive Services - MixUG 20
- 19. Improving your vision with Azure Cognitive Services - MixUG 21
- 20. Cognitive Services Demo App Improving your vision with Azure Cognitive Services - MixUG 22 http://... <img> <img> <img> File Scrape images Analyze Save results Cognitive Services uri uri uri Get sources Goal: Analyze images on a website
- 21. Cognitive Services Demo App • Computer Vision API • Analyze image • Describe image • OCR (optical character recognition) • Domain model detection: Landmarks • Emotion API • Emotion analysis Improving your vision with Azure Cognitive Services - MixUG 23 https://github.com/marcduiker/demos-azure-cognitive-services
- 22. Improving your vision with Azure Cognitive Services - MixUG 24 Custom Vision API (preview)
- 23. Custom Vision API • Image classification Improving your vision with Azure Cognitive Services - MixUG 25 Cognitive Services Custom Vision API Train #A #B ? #A
- 24. Custom Vision Demo Improving your vision with Azure Cognitive Services - MixUG 26 Ferrari 250 GT SWB Aston Martin DB4
- 25. To sum it up • Ever growing collection of ‘intelligent’ APIs • Easy to get started • Choose carefully which API best suits your need • Think about confidence levels • When dealing with faces or handwriting: Personally identifiable information (PII) -> Privacy Improving your vision with Azure Cognitive Services - MixUG 27
- 26. Improving your vision with Azure Cognitive Services - MixUG 28 Thanks! See you next time!
- 28. Cognitive Services Related Resources • https://azure.microsoft.com/en-us/services/cognitive-services/ • https://docs.microsoft.com/en-us/azure/cognitive-services/ • https://channel9.msdn.com/Search?term=Cognitive%20Services • https://www.microsoft.com/en-us/seeing-ai/ • https://www.microsoft.com/en-us/research/research-area/computer-vision/ • https://www.customvision.ai/ • https://github.com/marcduiker/demos-azure-cognitive-services Improving your vision with Azure Cognitive Services - MixUG 30
Hinweis der Redaktion
- Logical progression after ‘big data’. https://www.forbes.com/sites/moorinsights/2017/01/06/five-things-to-watch-in-ai-and-machine-learning-in-2017/ https://blogs.sap.com/2017/01/30/machine-learning-will-be-2017s-top-trend-and-will-help-solve-iots-big-data-challenge/ https://www.ibm.com/blogs/think/2017/02/machine-learning/
- Azure Machine Learning: Create model Train model Score & test model Publish as a webservice
- Set of APIs which allows developers to do analysis on various types of content: images, text, audio and video.
- Set of APIs which allows developers to do analysis on various types of content: images, text, audio and video.
- Set of APIs which allows developers to do analysis on various types of content: images, text, audio and video.
- Set of APIs which allows developers to do analysis on various types of content: images, text, audio and video.
- Set of APIs which allows developers to do analysis on various types of content: images, text, audio and video.
- Set of APIs which allows developers to do analysis on various types of content: images, text, audio and video.
- No control over training the model. Black box.
- Create Computer Vision Endpoint through: - Cognitive Services and select an API - Computer Vision API
- Perform demo with sites: www.nos.nl www.bbc.com/news http://designlike.com/100-most-famous-landmarks-around-the-world/
- You need to train the model yourself. There are categories: food,