Intelligence at the edge : using SAS with the Internet of Things /
Explore powerful SAS analytics and the Internet of Things! The world that we live in is more connected than ever before. The Internet of Things (IoT) consists of mechanical and electronic devices connected to one another and to software through the internet. Businesses can use the IoT to quickly mak...
Clasificación: | Libro Electrónico |
---|---|
Otros Autores: | |
Formato: | Electrónico eBook |
Idioma: | Inglés |
Publicado: |
Cary, NC :
SAS Institute Inc.,
2020.
|
Temas: | |
Acceso en línea: | Texto completo (Requiere registro previo con correo institucional) |
Tabla de Contenidos:
- Intro
- Contents
- Preface
- About the Internet of Things
- About This Book
- We Want to Hear from You
- About the Author
- Chapter 1: Using SAS Event Stream Processing to Process Real World Events
- Introduction
- How Does SAS Event Stream Processing Work?
- What is a SAS Event Stream Processing Model?
- Processing Events in Derived Windows
- Examples of Event Transformations
- Streaming Analytics
- Addressing Big Data and the Internet of Things
- Conclusion
- About the Contributors
- Chapter 2: Linking Real-World Data to SAS Event Stream Processing Through Connectors and Adapters
- Introduction
- Publishers and Subscribers
- Writing Your Own Connector
- Orchestrating Connectors
- Alternative Client Transports for Adapters
- Connectors and Adapters Available with SAS Event Stream
- Processing
- Example: Using a File and Socket Connector and a WebSocket
- Connector
- Conclusion
- About the Contributor
- Chapter 3: Applying Analytics to Streaming Data
- Introduction
- The Multi-Phase Analytics Life Cycle
- Online and Offline Models
- Online Versus Offline Model Deployment
- Potential for Model Application
- Stability Monitoring
- Support Vector Data Description
- Application of Offline Models on Streaming Data
- Subspace Tracking
- Conclusion
- References
- About the Contributors
- Chapter 4: Administering SAS Event Stream Processing Environments with SAS Event Stream Manager
- Introduction
- Monitoring Your SAS Event Stream Processing Environment
- Executing Projects from SAS Event Stream Manager
- Governing and Testing Assets
- Handling Changes to ESP Servers
- Integrating with SAS Model Manager
- Accommodating Different User Roles
- Example: Deploying a Project Using a Job Template
- Conclusion
- About the Contributor
- Chapter 5: SAS Event Stream Processing in an IoT Reference Architecture
- What is an IoT Reference Architecture?
- IoT Reference Architecture Components
- Deployment Considerations
- Use Case
- Conclusion
- References
- About the Contributors
- Chapter 6: Artificial Intelligence and the Internet of Things
- Introduction
- What Do We Mean by Artificial Intelligence?
- How Does AI Interact with the Internet of Things?
- There's No Place Like Home: AI and IoT
- Creating and Remotely Deploying a SAS Deep Learning Image
- Detection and Classification Model
- What Will the Future Bring?
- Conclusion
- References
- About the Contributor
- Acknowledgment
- Chapter 7: Using Geofences with SAS Event Stream Processing
- What Is a Geofence?
- Understanding the Geofence Window
- Geometries
- Conclusion
- Reference
- About the Contributor
- Acknowledgments
- Chapter 8: Using Deep Learning with Your IoT Digital Twin
- Introduction
- How Can Analytics Be Used to Create a Digital Twin?
- Digital Twin Examples
- Anomaly Detection