Analyze text with Azure AI Language การใช้งานเหมือนปกติเลย สร้าง Resource ตามงาน > สร้าง Endpoint + Key เพื่อใช้ – Detect language เป็น REST โดยมีข้อกำหนด JSON response Ref: Detect language – Training | Microsoft Learn – Extract key phrases input – Analyze sentiment วัดผล ความพอใจ เช่น Product Review / Prioritizing customer service responses วัดผลที่ละประโยค positive, negative, and neutral classification values between 0 and 1. ถ้าประโยค มีหลายอันเอามา weight กัน ยกเว้นที่มีประโยค positive and negative อันนี้จะขึ้น mix – Named Entity Recognition identifier อะไรที่แตกได้ Entity categories recognized by Named Entity Recognition in Azure AI Language – Azure AI services | Microsoft Learn – Extract linked entities หา ref Linked entities…

Analyze images Azure AI Vision Sample Code Possible Feature (Result) Code Description VisualFeatures.Tags: VisualFeatures.Objects: VisualFeatures.Caption VisualFeatures.DenseCaptions: Generates more detailed captions for the objects detected VisualFeatures.People VisualFeatures.SmartCrops VisualFeatures.Read Exercise – Analyze images with Azure AI Vision mslearn-ai-vision (microsoftlearning.github.io) จาก Exercise บางตัวอย่าง Background Removal ไม่มีใน VisualFeatures Knowledge check: Analyze images Image classification with custom Azure AI Vision models Create a custom vision project 3-5 images per class to train a custom image classification Ref: Image classification with custom Azure AI Vision models – Training | Microsoft Learn Creating your dataset Exercise – Classify images with an Azure AI Vision custom model Knowledge…

Prepare to develop AI solutions on Azure – Define artificial intelligence – Understand AI-related terms AI Engineers responsible AI: Fairness / Reliability and safety / Privacy and security / Inclusiveness / Transparency / Accountability Product Azure Machine Learning (Data scientists / SW Eng.- ใช้ Automate ML / SDK / Endpoint) Capabilities of Azure AI Services Natural language processing Knowledge mining and document intelligence Computer vision Decision support Generative AI Text analysis AI Search Image analysis Content safety Azure OpenAI Service Question answering Document Intelligence Video analysis Content moderation DALL-E image generation Language understanding Custom Document Intelligence Image classification Translation Custom…