Videos on Edge AI and Visual Intelligence
We hope that the compelling AI and visual intelligence case studies that follow will both entertain and inspire you, and that you’ll regularly revisit this page as new material is added. For more, monitor the News page, where you’ll frequently find video content embedded within the daily writeups.
Alliance Website Videos
“Deep Sentinel: Lessons Learned Building, Operating and Scaling an Edge AI Computer Vision Company,” a Presentation from Deep Sentinel
David Selinger, CEO of Deep Sentinel, presents the “Deep Sentinel: Lessons Learned Building, Operating and Scaling an Edge AI Computer Vision Company” tutorial at the May 2025 Embedded Vision Summit. Deep Sentinel’s edge AI security cameras stop some 45,000 crimes per year. Unlike most security camera systems, they don’t just… “Deep Sentinel: Lessons Learned Building,
“Introduction to Knowledge Distillation: Smaller, Smarter AI Models for the Edge,” a Presentation from Deep Sentinel
David Selinger, CEO of Deep Sentinel, presents the “Introduction to Knowledge Distillation: Smaller, Smarter AI Models for the Edge” tutorial at the May 2025 Embedded Vision Summit. As edge computing demands smaller, more efficient models, knowledge distillation emerges as a key approach to model compression. In this presentation, Selinger delves… “Introduction to Knowledge Distillation: Smaller,
“Introduction to Enhancing Data Quality for AI Success,” a Presentation from CVS Health
Aarohi Tripathi, Senior Data Engineer at CVS Health, presents the “Introduction to Enhancing Data Quality for AI Success,” tutorial at the May 2025 Embedded Vision Summit. In this presentation, Tripathi focuses on the critical role that high-quality data plays in the effectiveness and accuracy of AI models. Since AI systems… “Introduction to Enhancing Data Quality
“Mastering the End-to-end Machine Learning Model Building Process: Best Practices and Pitfalls,” a Presentation from Caterpillar
Paril Ghori, Senior Data Scientist at Caterpillar, presents the “Mastering the End-to-end Machine Learning Model Building Process: Best Practices and Pitfalls” tutorial at the May 2025 Embedded Vision Summit. In this talk, Ghori explores the complete machine learning model building process, providing data scientists and ML engineers with practical insights… “Mastering the End-to-end Machine Learning
“Strategies for Image Dataset Curation from High-volume Industrial IoT Data,” a Presentation from Brambles
Dan Bricarello, Computer Vision Lead, and Apurva Godghase, Senior Computer Vision Engineer, both of Brambles, co-present the “Strategies for Image Dataset Curation from High-volume Industrial IoT Data” tutorial at the May 2025 Embedded Vision Summit. In industrial supply chain and logistics applications, edge IoT devices capture data continuously, generating massive… “Strategies for Image Dataset Curation
“Taking Computer Vision Products from Prototype to Robust Product,” an Interview with Blue River Technology
Chris Padwick, Machine Learning Engineer at Blue River Technology, talks with Mark Jamtgaard, Director of Technology at RetailNext for the “Taking Computer Vision Products from Prototype to Robust Product,” interview at the May 2025 Embedded Vision Summit. When developing computer vision-based products, getting from a proof of concept to a… “Taking Computer Vision Products from
“Improving Worksite Safety with AI-powered Perception,” a Presentation from Arcure
Sabri Bayoudh, Chief Innovation Officer at Arcure, presents the “Improving Worksite Safety with AI-powered Perception” tutorial at the May 2025 Embedded Vision Summit. In this presentation, Bayoudhl explores how embedded vision is being used in industrial applications, including vehicle safety and production. He highlights some of the challenging requirements of… “Improving Worksite Safety with AI-powered
“Introduction to Designing with AI Agents,” a Presentation from Amazon Web Services
Frantz Lohier, Senior Wordwide Specialist for Advanced Computing, AI and Robotics at Amazon Web Services, presents the “Introduction to Designing with AI Agents” tutorial at the May 2025 Embedded Vision Summit. Artificial intelligence agents are components in an AI system that can perform tasks autonomously, making decisions and taking actions… “Introduction to Designing with AI
“Integrating Cameras with the Robot Operating System (ROS),” a Presentation from Amazon Lab126
Karthik Poduval, Principal Software Development Engineer at Amazon Lab126, presents the “Integrating Cameras with the Robot Operating System (ROS)” tutorial at the May 2025 Embedded Vision Summit. In this presentation, Poduval explores the integration of cameras within the Robot Operating System (ROS) for robust embedded vision applications. He delves into… “Integrating Cameras with the Robot
“Using Computer Vision for Early Detection of Cognitive Decline via Sleep-wake Data,” a Presentation from AI Tensors
Ravi Kota, CEO of AI Tensors, presents the “Using Computer Vision for Early Detection of Cognitive Decline via Sleep-wake Data” tutorial at the May 2025 Embedded Vision Summit. AITCare-Vision predicts cognitive decline by analyzing sleep-wake disorders data in older adults. Using computer vision and motion sensors coupled with AI algorithms,… “Using Computer Vision for Early
