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Record Nr. |
UNINA9910502632703321 |
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Autore |
Price Ed |
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Titolo |
Hands-on Azure cognitive services : applying AI and machine learning for richer applications / / Ed Price, Adnan Masood, Gaurav Aroraa |
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Pubbl/distr/stampa |
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[Place of publication not identified] : , : Apress, , [2021] |
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©2021 |
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ISBN |
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Descrizione fisica |
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1 online resource (376 pages) |
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Disciplina |
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Soggetti |
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Application program interfaces (Computer software) |
Microsoft Azure (Computing platform) |
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Lingua di pubblicazione |
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Formato |
Materiale a stampa |
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Livello bibliografico |
Monografia |
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Nota di contenuto |
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Intro -- Table of Contents -- About the Authors -- About the Technical Reviewer -- Acknowledgments -- Introduction -- Chapter 1: The Power of Cognitive Services -- Overview of Azure Cognitive Services -- Why Azure Cognitive Services -- Exploring the Cognitive Services APIs: Vision, Speech, Language, Web Search, and Decision -- Vision APIs -- Computer Vision -- Custom Vision -- Face -- Form Recognizer -- Video Indexer -- Speech APIs -- Speech Service -- Speaker Recognition (Preview) -- Language APIs -- Immersive Reader -- Language Understanding (LUIS) -- QnA Maker -- Text Analytics -- Translator -- Web Search APIs -- Bing Search APIs -- Bing Web Search -- Bing Custom Search -- Bing Image Search -- Bing Entity Search -- Bing News Search -- Bing Video Search -- Bing Visual Search -- Bing Autosuggest -- Bing Spell Check -- Bing Local Business Search -- Decision APIs -- Anomaly Detector (Preview) -- Content Moderator -- Personalizer -- Overview of Machine Learning -- Understanding the Use Cases -- The COVID-19 SmartApp Scenario -- Summary -- Chapter 2: The Azure Portal for Cognitive Services -- Getting Started with Azure Portal and Azure Cognitive Services -- Getting Started with Azure Cognitive Services -- Azure Marketplace: An Overview of AI + Machine Learning -- Understanding Software Development Kits (SDKs): To Get Started with Your Favorite Programing Language -- Setting Up Your Visual Studio Template -- Summary -- Chapter 3: |
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Vision - Identify and Analyze Images and Videos -- Understanding the Vision APIs with Computer Vision -- Analyzing Images -- Start Diving for Computer Vision -- Working with APIs -- Identifying a Face -- Test Using the API Console -- Test Using a Demo Page -- Implement It Using Code -- Understanding the Working Behavior of Vision APIs for Video Analysis -- Microsoft Azure Video Indexer -- Summary. |
Chapter 4: Language - Understand Unstructured Text and Models -- Creating and Understanding Language Models -- Enrichment in Progress - JFK Files Demo -- The Muppet Models - Transformers for NLP -- Named Entity Recognition with Fine-Tuned BERT -- Summary of the Language API -- Chapter 5: Speech - Talk to Your Application -- Understanding Speech and Speech Services -- Comprehensive Privacy and Security -- Getting Started -- Translating Speech Real Time into Your Application -- Speech to Text - Converting Spoken Audio to Text for Interaction -- Cognitive Speech Search with LUIS and Speech Studio -- Summary of the Speech API -- Chapter 6: Decision - Make Smarter Decisions in Your Applications -- Decision Services and APIs -- Content Moderator Service -- Trying It Out - Building Content Moderators -- Moderating Text Using Content Moderator Service -- Moderating Text - Invoking the API -- Personalizer Service -- Trying It Out - Building a Movie Personalizer -- Anomaly Detector Service -- Try It Out - Anomaly Detector Demo -- Metrics Advisor (Preview) -- Summary and Conclusion -- References and Further Reading -- Chapter 7: Search - Add Search Capabilities to Your Application -- The Search Ecosystem -- Azure Cognitive Search -- Searching with Azure Cognitive Search -- Testing Azure Cognitive Search -- Integrating Azure Cognitive Search in Your Notebooks -- Searching with Bing Web Search -- Summary and Conclusion -- References and Further Reading -- Chapter 8: Deploy and Host Services Using Containers -- Cognitive Services Containers -- Hosting Cognitive Services Containers -- Running a Language Service Container -- Running an Anomaly Detector Service Container -- Working with Azure Container Instances -- Deploying a Cognitive Services Container with Azure Kubernetes Service -- Summary and Conclusion -- References and Further Reading. |
Chapter 9: Azure Bot Services -- The Azure Bot Services Ecosystem -- Building Azure Service COVID-19 Bot -- Augmenting the Bot Knowledge Base from the Web -- Conclusion and Summary -- References and Further Reading -- Chapter 10: Azure Machine Learning -- Azure Machine Learning Stack -- Hello World with Azure Machine Learning -- Creating a Machine Learning Model for Classification -- Classification Model Using Azure Machine Learning Designer -- Conclusion and Summary -- References and Further Reading -- Index. |
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