AI On the Microsoft Stack

-- Workshop AI -- AI Live Orlando --

Transcript

1. Henk Boelman Cloud advocate @ Microsoft AI on the Microsoft stack HenkBoelman.com @hboelman
2. Agenda Overview on Machine Learning on Azure Explore some cool cognitive services
3. Sophisticated pretrained models To simplify solution development Azure Databricks Machine Learning VMs Popular frameworks To build advanced deep learning solutions TensorFlow Keras Pytorch Onnx Azure Machine Learning Language Speech … Azure Search Vision On-premises Cloud Edge Productive services To empower data science and development teams Powerful infrastructure To accelerate deep learning Flexible deployment To deploy and manage models on intelligent cloud and edge Machine Learning on Azure Cognitive Services
4. Vision Speech Language Knowledge Cognitive Services: Pre-Trained models in the cloud and on the edge
5. Cloud Edge
15. Demo: Voice authentication
17. What the user says (utterances) What LUIS returns { "query": "Do I have any comments?", "topScoringIntent": { "intent": "Comment", "score": 0.9716354 } } Do I have any comments? Are there new comments?
18. What the user says (utterances) What LUIS returns { "query": "Do I have any negative comments?", "topScoringIntent": { "intent": "Comment", "score": 0.9716354 }, "entities": [ { "entity": "negative", "type": "sentiment", "startIndex": 13, "endIndex": 21, "resolution": null, "score": 0.9664536 } ] } Are there negative comments? Are there positive comments? Are there [sentiment] comments?
24. "scores": { "anger": 0.664905846, "contempt": 1.86186708E-06, "disgust": 0.000709029962, "fear": 0.00859892648, "happiness": 0.140421152, "neutral": 6.258191E-05, "sadness": 1.07471142E-05, "surprise": 0.18528983 }
28. Computer Vision “a man jumping in the air doing a trick on a skateboard”
30. { "name": "JOHN TRAVOLTA", "faceRectangle": { "left": 516, "top": 152, "width": 206, "height": 206 }, "confidence": 0.9996151 } { "name": "SAMUEL L. JACKSON", "faceRectangle": { "left": 1107, "top": 172, "width": 203, "height": 203 }, "confidence": 0.988874555 }
31. Read text in images Computer Vision
33. Custom Vision Service An easy-to-use tool for creating your own custom image classifier
38. Demo: Create a Simpsons classifier on the Edge
49. https://github.com/hnky/Project-Prague-Demo/
52. Face API Speech Recognition Computer Vision Speaker Recognition Recap Custom Vision Speech Translation
53. @hboelman github.com/hnky henkboelman.com Thank you! Read more on: henkboelman.com