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.CustomVision: Accelerating a model with ONNX Runtime on a CPU, GPU or Movidius Neural Compute Stick
Learn how to compare and contrast the many ways to accelerate an AI model using the ONNX Runtime on a CPU, GPU and ASIC device. Follow this 6 step process to get up and running with your own model, scoring on the right hardware for the right job. No Data Scientist PHD required.Build, train, and evaluate an object detection model using ComputerVision Recipes
In this article, we will show how to build, train, and evaluate an object detection model in just a few lines of code using the open-source Computer Vision Recipes repository. The repository supports various scenarios, including classification, retrieval, segmentation, detection, tracking, and action recognition.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)
