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
“Vision-language Models on the Edge,” a Presentation from Hugging Face
Cyril Zakka, Health Lead at Hugging Face, presents the “Vision-language Models on the Edge” tutorial at the May 2025 Embedded Vision Summit. In this Zakka, we provides an overview of vision-language models (VLMs) and their deployment on edge devices using Hugging Face’s recently released SmolVLM as an example. He examines… “Vision-language Models on the Edge,”
“Vision LLMs in Multi-agent Collaborative Systems: Architecture and Integration,” a Presentation from Google
Niyati Prajapati, ML and Generative AI Lead at Google, presents the “Vision LLMs in Multi-agent Collaborative Systems: Architecture and Integration” tutorial at the May 2025 Embedded Vision Summit. In this talk, Prajapati explores how vision LLMs can be used in multi-agent collaborative systems to enable new levels of capability and… “Vision LLMs in Multi-agent Collaborative
“Building Agentic Applications for the Edge,” a Presentation from GMAC Intelligence
Amit Mate, Founder and CEO of GMAC Intelligence, presents the “Building Agentic Applications for the Edge” tutorial at the May 2025 Embedded Vision Summit. Along with AI agents, the new generation of large language models, vision-language models and other large multimodal models are enabling powerful new capabilities that promise to… “Building Agentic Applications for the
“Specifying and Designing Cameras for Computer Vision Applications,” a Presentation from Etron Technology America
Richard Crisp, Vice President and CTO at Etron Technology America, presents the “Specifying and Designing Cameras for Computer Vision Applications” tutorial at the May 2025 Embedded Vision Summit. Designing a camera system requires a deep understanding of the fundamental principles of image formation and the physical characteristics of its components.… “Specifying and Designing Cameras for
“Enabling Ego Vision Applications on Smart Eyewear Devices,” a Presentation from EssilorLuxottica
Francesca Palermo, Research Principal Investigator at EssilorLuxottica, presents the “Enabling Ego Vision Applications on Smart Eyewear Devices” tutorial at the May 2025 Embedded Vision Summit. Ego vision technology is revolutionizing the capabilities of smart eyewear, enabling applications that understand user actions, estimate human pose and provide spatial awareness through simultaneous… “Enabling Ego Vision Applications on
“Introduction to Deep Learning and Visual AI: Fundamentals and Architectures,” a Presentation from eBay
Mohammad Haghighat, Senior Manager for CoreAI at Bay, presents the “Introduction to Deep Learning and Visual AI: Fundamentals and Architectures” tutorial at the May 2025 Embedded Vision Summit. This talk provides a high-level introduction to artificial intelligence and deep learning, covering the basics of machine learning and the key concepts… “Introduction to Deep Learning and
“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
