AI On the Microsoft Stack

Slide 1

Slide 1 text

Henk Boelman Cloud advocate @ Microsoft AI on the Microsoft stack HenkBoelman.com @hboelman

Slide 2

Slide 2 text

Agenda Overview on Machine Learning on Azure Explore some cool cognitive services

Slide 3

Slide 3 text

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

Slide 4

Slide 4 text

Vision Speech Language Knowledge Cognitive Services: Pre-Trained models in the cloud and on the edge

Slide 5

Slide 5 text

Cloud Edge

Slide 6

Slide 6 text

No content

Slide 7

Slide 7 text

No content

Slide 8

Slide 8 text

No content

Slide 9

Slide 9 text

No content

Slide 10

Slide 10 text

No content

Slide 11

Slide 11 text

No content

Slide 12

Slide 12 text

No content

Slide 13

Slide 13 text

No content

Slide 14

Slide 14 text

No content

Slide 15

Slide 15 text

Demo: Voice authentication

Slide 16

Slide 16 text

No content

Slide 17

Slide 17 text

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?

Slide 18

Slide 18 text

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?

Slide 19

Slide 19 text

No content

Slide 20

Slide 20 text

No content

Slide 21

Slide 21 text

No content

Slide 22

Slide 22 text

No content

Slide 23

Slide 23 text

No content

Slide 24

Slide 24 text

"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 }

Slide 25

Slide 25 text

No content

Slide 26

Slide 26 text

No content

Slide 27

Slide 27 text

No content

Slide 28

Slide 28 text

Computer Vision “a man jumping in the air doing a trick on a skateboard”

Slide 29

Slide 29 text

No content

Slide 30

Slide 30 text

{ "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 }

Slide 31

Slide 31 text

Read text in images Computer Vision

Slide 32

Slide 32 text

No content

Slide 33

Slide 33 text

Custom Vision Service An easy-to-use tool for creating your own custom image classifier

Slide 34

Slide 34 text

No content

Slide 35

Slide 35 text

No content

Slide 36

Slide 36 text

No content

Slide 37

Slide 37 text

No content

Slide 38

Slide 38 text

Demo: Create a Simpsons classifier on the Edge

Slide 39

Slide 39 text

No content

Slide 40

Slide 40 text

No content

Slide 41

Slide 41 text

No content

Slide 42

Slide 42 text

No content

Slide 43

Slide 43 text

No content

Slide 44

Slide 44 text

No content

Slide 45

Slide 45 text

No content

Slide 46

Slide 46 text

No content

Slide 47

Slide 47 text

No content

Slide 48

Slide 48 text

No content

Slide 49

Slide 49 text

https://github.com/hnky/Project-Prague-Demo/

Slide 50

Slide 50 text

No content

Slide 51

Slide 51 text

No content

Slide 52

Slide 52 text

Face API Speech Recognition Computer Vision Speaker Recognition Recap Custom Vision Speech Translation

Slide 53

Slide 53 text

@hboelman github.com/hnky henkboelman.com Thank you! Read more on: henkboelman.com