Edge AI Real-Time Processing For Professionals

Farid-Khan

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Csatlakozás
2023.06.08.
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English | July 14, 2024 | ASIN: B0D9GBVM2B | 54 pages | EPUB | 0.12 Mb​

Edge AI: Real-Time Processing for Professionals (Press, Rosey)
Edge AI, short for Edge Artificial Intelligence, refers to the practice of running AI algorithms locally on devices rather than relying on cloud computing. This approach is crucial for applications that require real-time processing, such as autonomous vehicles, smart cameras, and IoT devices. By processing data at the edge, near the source of the data, Edge AI reduces latency and bandwidth usage, making it ideal for scenarios where immediate decision-making is critical.
One of the key applications of Edge AI is in autonomous drones. These drones need to process vast amounts of data in real-time to navigate safely and make split-second decisions. By running AI algorithms locally on the drone itself, Edge AI enables autonomous drones to react quickly to changing environments and obstacles, without relying on a constant connection to the cloud.
Industrial robots are another area where Edge AI is revolutionizing the way machines interact with their environment. By embedding AI algorithms directly into the robot's hardware, manufacturers can improve the robot's decision-making capabilities, leading to more efficient and reliable operations on the factory floor. Edge AI enables industrial robots to adapt and learn from their surroundings, increasing productivity and reducing downtime.
Smart home devices, such as thermostats, security cameras, and voice assistants, also benefit from Edge AI. By processing data locally on the device, these smart home devices can respond quickly to user commands and changes in the environment, without needing to send data back and forth to the cloud. This not only improves the user experience but also enhances the privacy and security of personal data.
Overall, Edge AI has a wide range of applications across various industries, from healthcare monitoring devices to agricultural drones, retail analytics to traffic management systems, and cybersecurity on IoT devices. By bringing AI capabilities to the edge, professionals can leverage real-time processing to make faster, more accurate decisions, leading to improved efficiency, safety, and performance in their respective fields.

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