Deploy a Custom Vision App on Azure App Service with Zero Downtime Deployment using Deployment Slots
Utilize Custom Vision client library for Node.js to create a Custom Vision classification model and deploy a Web App implementation using Azure App Service. In this tutorial, you will also get to leverage the power of Azure App Service’s Deployment Slots to avert downtime during redeployment after making changes to code, enabling you to test code and deploy gradually without users being affected.Azure Cognitive Services Hands-on Workshop resources and insights.
Want to conduct a workshop on Azure Cognitive Services? Here are some insights on the Workshop conducted on ACS. You will also find the links to the resources and guides referred throughout the session and while preparing for the workshop.Find objects from Images using computer/custom vision with simple flow
Find objects from Images — Simple flow Azure Cognitive Services Computer Vision and Custom Vision Use Computer vision to identify objects in an image Use Case Identify objects in an image which are common in a range of scenarios Check for condition on objects detected For Example if certain objects are present in an image Use Custom vision to detect more custom objects use other cognitive services to infuse AI into the process Event based Architecture Logic Flow Code Configure Azure Storage Now sent to Analyze image Delete existing files Save the output Parse JSON { "properties": { "categories": { "items": { "properties": { "detail": { "properties": { "celebrities": { "type": "array" } }, "type": "object" }, "name": { "type": "string" }, "score": { "type": "number" } }, "required": [ "name", "score", "detail" ], "type": "object" }, "type": "array" }, "description": { "properties": { "captions": { "items": { "properties": { "confidence": { "type": "number" }, "text": { "type": "string" } }, "required": [ "text", "confidence" ], "type": "object" }, "type": "array" }, "tags": { "items": { "type": "string" }, "type": "array" } }, "type": "object" }, "faces": { "items": { "properties": { "age": { "type": "integer" }, "faceRectangle": { "properties": { "height": { "type": "integer" }, "left": { "type": "integer" }, "top": { "type": "integer" }, "width": { "type": "integer" } }, "type": "object" }, "gender": { "type": "string" } }, "required": [ "age", "gender", "faceRectangle" ], "type": "object" }, "type": "array" }, "metadata": { "properties": { "format": { "type": "string" }, "height": { "type": "integer" }, "width": { "type": "integer" } }, "type": "object" }, "modelVersion": { "type": "string" }, "objects": { "items": { "properties": { "confidence": { "type": "number" }, "object": { "type": "string" }, "parent": { "properties": { "confidence": { "type": "number" }, "object": { "type": "string" } }, "type": "object" }, "rectangle": { "properties": { "h": { "type": "integer" }, "w": { "type": "integer" }, "x": { "type": "integer" }, "y": { "type": "integer" } }, "type": "object" } }, "required": [ "rectangle", "object", "confidence" ], "type": "object" }, "type": "array" }, "requestId": { "type": "string" }, "tags": { "items": { "properties": { "confidence": { "type": "number" }, "name": { "type": "string" } }, "required": [ "name", "confidence" ], "type": "object" }, "type": "array" } }, "type": "object" } Set the condition If True then send to custom vision Send to custom vision Delete existing files Save the data to blob as json Original article Samples2021/computervision1.md at main · balakreshnan/Samples2021 (github.com)
