Azure AI Cheat Sheets

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Azure AI Video Indexer

2025-05-23T11:57:11+00:00

Azure AI Video Indexer Cheat Sheet Azure AI Video Indexer is a cloud-based service within Azure AI that leverages multiple Azure AI technologies like Face, Translator, Vision, and Speech to analyze video and audio content. It uses over 30 AI models to extract detailed insights from videos, enabling advanced audio and video analysis for richer understanding and indexing of multimedia content. How can Azure AI Video Indexer be used? Azure AI Video Indexer provides insights that can support a wide range of use cases, including: Deep Search - Enables searching within videos for spoken words, faces, and co-occurrences to find [...]

Azure AI Video Indexer2025-05-23T11:57:11+00:00

Azure AI Search

2025-05-23T09:00:58+00:00

Azure AI Search Cheat Sheet Formerly known as Azure Cognitive Search A scalable cloud search service that lets you embed advanced search capabilities into your apps. It supports full-text, vector, and hybrid search approaches, making it ideal for both classic and AI-enhanced use cases. Natively integrates with Azure OpenAI, Foundry Models, and Azure Machine Learning. Supports third-party and open-source LLM integrations. Key Features 1. Search Capabilities Full-Text Search: Utilizes inverted indexes for efficient keyword-based searches. Vector Search: Supports semantic search by matching vector representations of data. Hybrid Search: Combines full-text and vector search for enhanced relevance. Indexers: Automate data ingestion [...]

Azure AI Search2025-05-23T09:00:58+00:00

Azure AI Translator

2025-05-23T05:09:02+00:00

Azure AI Translator Cheat Sheet Azure AI Translator is a cloud-powered neural machine translation solution. Enables translation of text and documents across various languages. Allows customization through the Custom Translator feature. Supports containerized deployment for on-premises and edge environments. Key Features: 1. Text Translation Provides real-time translation across supported languages. Includes language detection, transliteration, and dictionary lookup capabilities. Available via REST API and SDKs for .NET, Java, JavaScript, and Python. Enables custom glossaries for domain-specific terminology adaptation. 2. Document Translation Asynchronous batch translation: Supports translation of multiple documents while maintaining original formatting. Requires Azure Blob Storage for storing both source and [...]

Azure AI Translator2025-05-23T05:09:02+00:00

Azure AI Vision

2025-05-20T02:12:45+00:00

Azure AI Vision Cheat Sheet Azure AI Vision is a powerful cloud-based service that extracts detailed and meaningful information from images and videos. It includes various features, such as fundamental image analysis, which helps identify common picture elements, and advanced object detection that recognizes specific items or people within a scene. The service also offers facial recognition, identifying individuals based on their facial features. Additionally, it provides spatial understanding, which helps interpret the relationships and context of objects in an environment. Developers can take advantage of pre-trained models, which are ready to use, and customizable options to tailor the service to [...]

Azure AI Vision2025-05-20T02:12:45+00:00

Automated Machine Learning (AutoML) in Azure

2023-12-05T11:45:14+00:00

Automated machine learning, known as automated ML or AutoML, streamlines the tasks involved in developing machine learning models by automating repetitive tasks. Azure Machine Learning provides the Python SDK, allowing you to leverage the power of AutoML. Applications of AutoML It simplifies the machine learning model development process, allowing users to implement ML solutions without extensive programming knowledge. Classification Identifies data points into categorical labels Precision is the ratio of correctly predicted positive observations to the total predicted positives. It measures a model's accuracy in making positive predictions. Confidence refers to the probability assigned to a model's prediction, indicating its [...]

Automated Machine Learning (AutoML) in Azure2023-12-05T11:45:14+00:00

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