Integrating AI: Best Practices and Resources to Get Started
What are the problems you can solve with AI? How do you experiment and prototype? This article aims to help you decide if and how to integrate AI into your applications, get you started with Azure’s ready to use AI solutions, Cognitive Services and answer your most frequent questions when getting started.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)Custom Vision Enables the Future of Recycling
Learn how we used the Custom Vision Service to create a real-time "gamification" application to help promote recycling efforts. Multi-Stream re-cycling is the future of sustainability, and it will require ALL of us to pause, and focus – even for just a few seconds – before we toss our trash into the bins, because when it comes to recycling, effective pre-sorting is the key to a more sustainable future.
