“Deploying Edge AI Solutions at Scale for the Internet of Things,” a Presentation from Qualcomm
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This document discusses Qualcomm Technologies' end-to-end service platform for deploying edge AI solutions at scale for IoT. It notes the fragmentation across the IoT stack and need for a full-stack solution. Qualcomm provides services, platforms, and silicon to enable optimized and secured machine learning pipeline deployment and predictive/prescriptive edge analytics. Their platform addresses challenges such as domain-specific models, model optimization, security, and sensor selection through features like device management, private networks, AI processing, and data visualization.
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“Deploying Edge AI Solutions at Scale for the Internet of Things,” a Presentation from Qualcomm
- 1. Embedded Vision Summit Megha Daga Deploying Edge AI Solutions at Scale for the Internet of Things (IoT)
- 2. 2 Edge AI is the new wave for AI in IoT Key Drivers Latency/ speed Bandwidth/scale/ load balancing Reliability Cost Privacy/ security
- 3. Distributing Computing with Powerful Embedded Platforms Enabling AI at Edge in IoT 3 Edge Computing → A Distributed Computing Paradigm Enablement of Data Computation closer to the data source On Premises Cloud Computing Edge Computing Data Source Cloud Data Collection On-Device Gateways/ Hub
- 4. Connected Things & Smart use cases growing at exponential scale 4 Consumer IoT Industrial IoT Smart City Smart Parking Video Collaboration Speech Recognition Digital Signage Personalized advertisement Retail Self Checkout Smart Healthcare Medical Imaging Smart Factory Predictive Maintenance Smart Logistics Barcode Recognition Smart Utility Asset Monitoring & Control
- 5. Exponential increase, lack of commonality and standards in use cases leading to fragmentation across IoT stack TECHNOLOGY Fragmentation Security Law Accuracy Payment Distance Surveillance Privacy Consumer product ? Please sign in Unknown Status: Sign in ? TOOL Fragmentation HARDWARE Fragmentation APPLICATION Fragmentation 180+ predictive maintenance NPU FPGA PaddlePaddle Caffe2 PYTORCH Chainer mxnet TensorFlow Source: www.iot-analytics.com due to customization Ex. Face Recognition
- 6. Customers challenges and asks as a result of fragmentations 6 Domain specific models Model Optimization and Deployment Secured Deployment Model Adaptation </> APPLICATION Fragmentation TECHNOLOGY Fragmentation TOOL Fragmentation HARDWARE Fragmentation Sensor Selection
- 7. Qualcomm Technologies providing an end-to-end (E2E) service platform answering the needs of the customer 7 IOT E2E Services Services + Platform + Silicon Device Lifecycle Management, Secured Provisioning Cloud Ecosystem Integration Edge Compute Private Network AI Value added Services, Data Visualization, Dashboards Communication & Collab tools E2E Platform Pilot Validation IOT aaS Enablement Optimized & Secured ML Pipeline Deployment Predictive & Prescriptive Edge Analytics Qualcomm IoT End-to-End Services are products of Qualcomm Technologies, Inc. and/or its subsidiaries.
- 8. Qualcomm Technologies providing an E2E service platform answering the needs of the customer 8 E2E solution based on commercially available platforms with on-device AI., e.g., AI View cameras IOT E2E Services Services + Platform + Silicon Device Lifecycle Management, Secured Provisioning Cloud Ecosystem Integration Edge Compute Private Network AI Value added Services, Data Visualization, Dashboards Communication & Collab tools E2E Platform Pilot Validation IOT aaS Enablement Optimized & Secured ML Pipeline Deployment Predictive & Prescriptive Edge Analytics Qualcomm IoT End-to-End Services are products of Qualcomm Technologies, Inc. and/or its subsidiaries.
- 9. IOT E2E Services Device Lifecycle Management, Secured Provisioning Cloud Ecosystem Integration Edge Compute Private Network AI Value added Services, Data Visualization, Dashboards Communication & Collab tools Services + Platform + Silicon E2E Platform Pilot Validation IOT aaS Enablement Qualcomm Technologies providing an E2E service platform answering the needs of the customer 9 Integrated optimized domain specific applications like License Plate Recognition Optimized & Secured ML Pipeline Deployment Predictive & Prescriptive Edge Analytics Qualcomm IoT End-to-End Services are products of Qualcomm Technologies, Inc. and/or its subsidiaries.
- 10. Qualcomm Technologies providing an E2E service platform answering the needs of the customer 10 Device management & feature updates IOT E2E Services Services + Platform + Silicon Edge Compute Private Network AI Value added Services, Data Visualization, Dashboards Communication & Collab tools E2E Platform Pilot Validation IOT aaS Enablement Optimized & Secured ML Pipeline Deployment Predictive & Prescriptive Edge Analytics Device Lifecycle Management, Secured Provisioning Cloud Ecosystem Integration Qualcomm IoT End-to-End Services are products of Qualcomm Technologies, Inc. and/or its subsidiaries.
- 11. Qualcomm Technologies providing an E2E service platform answering the needs of the customer 11 Provide End to End service from solution deployment to visualization. Ex. Digital twin of parking structure IOT E2E Services Services + Platform + Silicon Edge Compute Private Network AI E2E Platform Pilot Validation IOT aaS Enablement Optimized & Secured ML Pipeline Deployment Predictive & Prescriptive Edge Analytics Device Lifecycle Management, Secured Provisioning Cloud Ecosystem Integration Value added Services, Data Visualization, Dashboards Communication & Collab tools Qualcomm IoT End-to-End Services are products of Qualcomm Technologies, Inc. and/or its subsidiaries.
- 12. Key Qualcomm Technologies enabling the E2E service platform 12 Attestation Feature management License management Pipeline management Usage Monitoring Edge Platform Customer App Secured device manager Device health & diagnostics Feature provisioning Feature monitoring
- 13. Attestation Feature management License management Pipeline management Usage Monitoring Edge Platform Customer App Secured device manager Device health & diagnostics Feature provisioning Feature monitoring Key Qualcomm technologies enabling the E2E service platform 13 Qualcomm Wireless Edge Services, Qualcomm Trusted Execution Environment, Qualcomm Adreno, Qualcomm Spectra, Qualcomm Hexagon, Qualcomm Sensing Hub, Qualcomm Kryo, Qualcomm Snapdragon, Qualcomm Fast Connect are products of Qualcomm Technologies, Inc. and/or its subsidiaries.
- 14. Attestation Feature management License management Pipeline management Usage Monitoring Edge Platform Customer App Secured device manager Device health & diagnostics Feature provisioning Feature monitoring Key Qualcomm Technologies enabling the E2E service platform 14 Pipeline management
- 15. Attestation Feature management License management Pipeline management Usage Monitoring Edge Platform Customer App Secured device manager Device health & diagnostics Feature provisioning Feature monitoring Key Qualcomm technologies enabling the E2E service platform 15 Secured device manager Device health & diagnostics Feature provisioning Feature monitoring Attestation Feature management License management
- 16. CMaaS Hard Hat Connected Worker Wearable AI Camera Thermal Safety Scan Digital workflow Remote Collaboration Connected Health Kiosk Drones for inspection Perimeter Lidar AI Camera for NLOS Cloud Construction safety industry is multi-functional Ripe for disruption Perimeter Inspection Lidar WoS Screen Private Network + V-RAN Const. Wearables Connected Safety Helmet Health Kiosk Camera Access & Control Thermal Camera CMaaS touch points 16
- 17. IoT-as-a-Service Smart Connected Spaces 17 Smart Agriculture Smart Transportation Smart Campuses Smart Infrastructure Smart Manufacturing Smart Safety and Security Smart Spaces Smart Verticals Smart Spaces Smart Shops Smart Stations Smart Malls Smart Display Smart Experiences Smart Buildings Smart Stations Smart Operators Smart Traffic Smart Crowd Management Smart Schools Smart Universities Smart Stadiums Smart Malls Smart Roads Smart Hospitals Smart Borders Smart Airports Smart Ports Smart Utilities (Power / Water) Smart Grid Smart Factory Smart Logistics Smart Warehousing Asset Management Smart Cameras Smart Surveillance Smart Access Smart Livestock Smart Farming Smart Horticulture
- 18. Manufacturing Retail Energy Smart cities Robotics Asset management Logistics / warehousing Security and surveillance Healthcare Smart displays and collaboration With Fragmentation in IoT, need for a full-stack solution is eminent. E2E service by Qualcomm Technologies is driving the transformation of smart IoT And solving the challenge of Edge AI deployment at scale. 18
- 19. Thank you