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Building and Training
Your Own
Custom Vision AI
David Giard
• Senior Technical Evangelist
• Microsoft
• dgiard@Microsoft.com
• @davidgiard
• http://davidgiard.com
Cognitive Services
• microsoft.com/cognitive-services
• Vision
• Speech
• Language
• Knowledge
• Search
Cognitive Services Vision APIs
Cognitive Services Face API
Client
https://westus.api.cognitive.microsoft.com/face/v1.0/detect?returnFaceId=true&returnFaceLandmarks=true
[
{
"faceId": "fc0b5b6a-e979-41ea-a555-ec4e1f9501fe",
"faceRectangle": {
"top": 169,
"left": 553,
"width": 195,
"height": 195
},
POST
Custom Face Detection
1. Create a Person Group
2. Create Persons
3. Add photos to Each Person
4. Train Person Group
Custom Face Detection
PersonGroup
Person 1 Person 2 Person 3
Custom Face Detection
CompanyX
Jack Joe Jean
https://westus.api.cognitive.microsoft.com/face/v1.0/persongroups/CompanyX
https://westus.api.cognitive.microsoft.com/face/v1.0/persongroups/CompanyX/persons
https://westus.api.cognitive.microsoft.com/face/v1.0/persongroups/1/persons/1/persistedFacesTRAIN
https://westus.api.cognitive.microsoft.com/face/v1.0/persongroups/CompanyX/train
Custom Face Detection
1. Create a Person Group
PUT
https://westus.api.cognitive.microsoft.com/face/v1.0/persongroups/CompanyX
2. Create Persons
POST
https://westus.api.cognitive.microsoft.com/face/v1.0/persongroups/1/persons/1/persistedFac
es
3. Add photos to Each Person
POST
https://westus.api.cognitive.microsoft.com/face/v1.0/persongroups/CompanyX/persons
4. Train Person Group
POST
https://westus.api.cognitive.microsoft.com/face/v1.0/persongroups/1/train
DEMO
Cognitive Services Vision API
Client
https://westus.api.cognitive.microsoft.com/vision/v1.0/analyze?visualFeatures=Categories&language=en
{
"categories": [
{
"name": "abstract_",
"score": 0.00390625
},
{
"name": "others_",
"score": 0.0234375
POST
Custom Vision
1. Create an Image Group
2. Add photos
3. Tag Photos
4. Train Image Group
Custom Vision
Image Group
Tag1 Tag3Tag2 Tag4
DEMO
Links
• https://www.slideshare.net/dgiard/custom-vision
• https://github.com/DavidGiard
• https://azure.microsoft.com/en-us/services/cognitive-services/
• http://davidgiard.com/

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Custom vision