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Azure

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Azure OpenAI

2025-07-01T08:41:06+00:00

Azure OpenAI Cheat Sheet Azure OpenAI offers access to OpenAI’s powerful models (e.g., GPT-4o, GPT-4 Turbo, GPT-3.5 Turbo, DALL-E, Whisper) with robust security and compliance for enterprises. Hosted on Microsoft Azure, allows for seamless integration with various Azure services and tools. Key Concepts Model Deployment: You must deploy a model (e.g., gpt-4, gpt-35-turbo) to your Azure resource before using it. Quota Types: Dynamic Quota: Shared pool for flexible consumption. Provisioned Throughput Units (PTUs): Dedicated capacity for predictable performance. Content Filtering: Built-in safety system to detect and block harmful content. Prompt Engineering: Crafting effective prompts to guide model behavior. Supported Models [...]

Azure OpenAI2025-07-01T08:41:06+00:00

DP-100: Microsoft Azure Data Scientist Associate Study Path

2025-06-06T12:15:41+00:00

Bookmarks Study Materials Azure Services to Focus On Final Remarks The DP-100: Data Scientist Associate is designed for data scientists who apply Azure machine learning services to train, evaluate, and deploy models that solve business problems. This exam assesses technical skills in preparing data, developing and training models, deploying and maintaining models, and monitoring and optimizing model performance using Microsoft Azure technologies. The content of the exam will test your ability to perform the following: Prepare data for modeling by importing, cleaning, and transforming datasets. Develop and train machine learning models using Azure Machine [...]

DP-100: Microsoft Azure Data Scientist Associate Study Path2025-06-06T12:15:41+00:00

AZ-800: Microsoft Azure Administering Windows Server Hybrid Core Infrastructure Study Path

2025-06-03T05:38:59+00:00

Bookmarks Study Materials Azure Services to Focus On Final Remarks The AZ-800: Administering Windows Server Hybrid Core Infrastructure certification exam is designed for IT professionals who have experience managing Windows Server environments in both on-premises and hybrid cloud setups. This exam assesses your technical skills in deploying, managing, and maintaining Windows Server workloads, Microsoft Entra, networking, storage, and virtualization across hybrid environments using Microsoft Azure services. The content of the exam will test your ability to perform the following: Deploy and manage Active Directory Domain Services (AD DS) in on-premises and cloud environments Manage [...]

AZ-800: Microsoft Azure Administering Windows Server Hybrid Core Infrastructure Study Path2025-06-03T05:38:59+00:00

Enhancing Bot Development with the Bot Framework Emulator

2025-05-30T10:56:49+00:00

Testing and debugging are must-haves when you build a chatbot that provides instant and intelligent conversation. The Bot Framework Emulator is a powerful desktop application designed to help developers build, test, and debug bots locally before deploying them to production environments. As part of the Microsoft Bot Framework, this tool provides a coherent development experience for bots that spans across platforms such as Chatbots and Virtual Assistants. Developers can use the Bot Framework Emulator to simulate real-world user interactions, gaining an accurate representation of bot behavior and the ability to tweak bot logic until every interaction is seamless, ensuring a smooth and [...]

Enhancing Bot Development with the Bot Framework Emulator2025-05-30T10:56:49+00:00

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

AI-102 Microsoft Azure AI Engineer Associate Exam Study Path

2025-07-01T05:52:29+00:00

Bookmarks Study Materials Azure Services to Focus On Final Remarks Validate Your Knowledge The AI-102 Microsoft Azure AI Engineer Associate certification exam is designed for individuals with experience designing, developing, and deploying AI solutions on Microsoft Azure. The exam will assess your technical abilities in implementing solutions leveraging various Azure AI services based on specific requirements. Prior experience in software development, data science, or AI solution building will be beneficial in understanding the concepts and services effectively. The content of the exam will test your ability to perform the following: Plan and manage [...]

AI-102 Microsoft Azure AI Engineer Associate Exam Study Path2025-07-01T05:52:29+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

Azure AI Language

2025-05-19T12:30:11+00:00

Azure AI Language Cheat Sheet Azure AI Language is a suite of natural language processing (NLP) services under Azure Cognitive Services. It helps developers build applications to understand, analyze, and generate human language. The services support language understanding, entity recognition, sentiment analysis, translation, and text analytics. It provides SDKs and REST APIs that integrate easily with applications across different languages and platforms. Features Functionality Named Entity Recognition (NER) Detects and categorizes entities such as people, organizations, and locations within text. Personal and Health Data Detection (PII Detection) Identifies personally identifiable information in text and conversational data to protect sensitive personal [...]

Azure AI Language2025-05-19T12:30:11+00:00

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