Examples

Understanding AI can feel overwhelming with all the jargon, but it doesn’t have to be! Here’s a beginner-friendly guide to some of the most commonly used AI terms, each with a practical example: 1. Artificial Intelligence (AI) AI is a broad field of computer science focused on creating systems that can perform tasks requiring human-like intelligence, such as recognizing images, understanding speech, making decisions, and translating languages. Example: A virtual assistant like Siri or Alexa that can answer questions and control smart devices. 2. Machine Learning (ML) A subset of AI where computers learn patterns and make decisions from data. Unlike traditional programming, ML models improve their performance as they process more data. ...

Let’s take a deeper dive into how you might choose between Azure Cognitive Services, Azure Machine Learning, and Azure Bot Services in real-world business scenarios. 1. Azure Cognitive Services When to Use It Quick Integration & Out-of-the-Box Capabilities: If your business needs an immediate boost by incorporating AI into existing applications without building models from scratch, Cognitive Services fit the bill perfectly. They offer pre-trained APIs for vision (image recognition, OCR), speech (speech-to-text, text-to-speech), language (sentiment analysis, translation), and decision making (personalizers, anomaly detectors). ...

Here are examples for each of the key areas of the Azure OpenAI REST API that are important for the AI-102 exam: Control Plane API Example: Creating an Azure OpenAI Resource PUT https://management.azure.com/subscriptions/{subscription-id}/resourceGroups/{resource-group}/providers/Microsoft.CognitiveServices/accounts/{account-name}?api-version=2024-10-01 Request Body: { "location": "eastus", "sku": { "name": "S0" }, "kind": "OpenAI", "properties": { "networkAcls": { "defaultAction": "Deny", "virtualNetworkRules": [ { "id": "/subscriptions/{subscription-id}/resourceGroups/{resource-group}/providers/Microsoft.Network/virtualNetworks/{vnet-name}/subnets/{subnet-name}" } ] } } } This example shows how to create an Azure OpenAI resource using the control plane API 1. ...