Hands-on Azure cognitive services applying AI and machine learning for richer applications
| Otros Autores: | , , |
|---|---|
| Formato: | Libro electrónico |
| Idioma: | Inglés |
| Publicado: |
[Place of publication not identified] :
Apress
[2021]
|
| Materias: | |
| Ver en Biblioteca Universitat Ramon Llull: | https://discovery.url.edu/permalink/34CSUC_URL/1im36ta/alma991009634717706719 |
Tabla de Contenidos:
- 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: 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.
