For the full video of this presentation, please visit: https://www.edge-ai-vision.com/2023/10/ai-start-ups-the-perils-of-fishing-for-whales-war-stories-from-the-entrepreneurial-front-lines-a-presentation-from-seechange-technologies/
Tim Hartley, Vice President of Product for SeeChange Technologies, presents the “AI Start-ups: The Perils of Fishing for Whales (War Stories from the Entrepreneurial Front Lines)” tutorial at the May 2023 Embedded Vision Summit.
You have a killer idea that will change the world. You’ve thought through product-market fit and differentiation. You have seed funding and a world-beating team. Best of all, you’ve caught the attention of major players in your industry. You’ve reached peak “start-up”—that point of limitless possibility—when you go to bed with the same level of energy and enthusiasm you had when you woke. And then the first proof of concept starts…
In this talk, Hartley lays out some of the pitfalls that await those building the next big thing. Using real examples, he shares some of the dos and don’ts, particularly when dealing with that big potential first customer. Hartley discusses the importance of end-to-end design, ensuring your product solves real-world problems. He explores how far the big companies will tell you to jump—and then jump again—for free. And, most importantly, how to build long-term partnerships with major corporations without relying on over-promising sales pitches.
2024’s Retail Odyssey: Going Small, Artificial, and Augmented!Aggregage
https://www.onlineretailtoday.com/frs/25300409/2024-s-retail-odyssey--going-small--artificial--and-augmented-/email
Significant modifications are on the horizon for digital commerce in retail and customer experience come 2024. The pace of tech shifts will intensify, businesses are set to defund legacy solutions, and attractive opportunities will surface as social and retail media players join forces. To stay ahead of the curve, digital leaders are experimenting with less risky initiatives and scaling back on outdated projects that no longer yield impactful results.
Join us for a deep dive into Forrester’s Predictions report to get more information on next year’s digital commerce landscape.
We will cover:
• Generative AI (genAI) as a key player in digital business
• How augmented reality (AR) will drive efficiency and productivity
• More targeted tech shifts with a decrease in replatforming project frequency
• The defunding of legacy solutions and reallocation of resources for measurable results
• Collaboration between social and retail media players opening up new opportunities
The technical side of raising capital presented at CodeCamp. Cluj-Napoca Romania. A Presentation by: Stefan Koritar, EU Entrepreneur-in-Residence for CCM
The marketing industry is evolving. Scaling your marketing and revenue goals in 2022 without the proper tools in place will hamper growth. AI is no longer a luxury but a must-have tool to scaling your advertising strategies—but AI on its own won’t accomplish anything. As the MarTech arms race accelerates, B2C marketers will face a choice: Adapt, or fall behind. That’s what this presentation is all about. We’re looking ahead to 2022 with practical advice to prepare for the future of marketing. In this session, we’ll discuss the delicate balance of pairing automation, machine learning, and optimization with human expertise to help prepare marketers for success in the future of an AI-heavy world.
Key Takeaways:
→ Practical advice to prepare for challenges in 2022 and beyond
→ Which emerging technologies will reshape digital advertising
→ How to incorporate machine learning into your technology stack
Risk & Reward: Protecting IP and Growing Revenue with Product Authentication ...Authentic Vision
Product counterfeiting is becoming a significant problem in the automotive aftermarket. Here's a look at the issues and some of the new product authentication technologies.
Is Investing Dull? How technology can be used to promote and sustain client e...IRESS
Presented at the WMA Annual Summit 2016, Simon New explored the current world of investing and suggested ways in which the industry can take inspiration from others to enhance the client investment process through better engagement
SSI Adoption: What will it take? Riley HughesSSIMeetup
Adoption: its the elephant in the room. SSI has so much potential, but the benefits are only realised once adoption happens at scale. In this webinar, Riley Hughes, CEO and Co-Founder of Trinsic, shares his 3 concrete recommendations for building products which are successful according to the most important metric - getting adopted!
2024’s Retail Odyssey: Going Small, Artificial, and Augmented!Aggregage
https://www.onlineretailtoday.com/frs/25300409/2024-s-retail-odyssey--going-small--artificial--and-augmented-/email
Significant modifications are on the horizon for digital commerce in retail and customer experience come 2024. The pace of tech shifts will intensify, businesses are set to defund legacy solutions, and attractive opportunities will surface as social and retail media players join forces. To stay ahead of the curve, digital leaders are experimenting with less risky initiatives and scaling back on outdated projects that no longer yield impactful results.
Join us for a deep dive into Forrester’s Predictions report to get more information on next year’s digital commerce landscape.
We will cover:
• Generative AI (genAI) as a key player in digital business
• How augmented reality (AR) will drive efficiency and productivity
• More targeted tech shifts with a decrease in replatforming project frequency
• The defunding of legacy solutions and reallocation of resources for measurable results
• Collaboration between social and retail media players opening up new opportunities
The technical side of raising capital presented at CodeCamp. Cluj-Napoca Romania. A Presentation by: Stefan Koritar, EU Entrepreneur-in-Residence for CCM
The marketing industry is evolving. Scaling your marketing and revenue goals in 2022 without the proper tools in place will hamper growth. AI is no longer a luxury but a must-have tool to scaling your advertising strategies—but AI on its own won’t accomplish anything. As the MarTech arms race accelerates, B2C marketers will face a choice: Adapt, or fall behind. That’s what this presentation is all about. We’re looking ahead to 2022 with practical advice to prepare for the future of marketing. In this session, we’ll discuss the delicate balance of pairing automation, machine learning, and optimization with human expertise to help prepare marketers for success in the future of an AI-heavy world.
Key Takeaways:
→ Practical advice to prepare for challenges in 2022 and beyond
→ Which emerging technologies will reshape digital advertising
→ How to incorporate machine learning into your technology stack
Risk & Reward: Protecting IP and Growing Revenue with Product Authentication ...Authentic Vision
Product counterfeiting is becoming a significant problem in the automotive aftermarket. Here's a look at the issues and some of the new product authentication technologies.
Is Investing Dull? How technology can be used to promote and sustain client e...IRESS
Presented at the WMA Annual Summit 2016, Simon New explored the current world of investing and suggested ways in which the industry can take inspiration from others to enhance the client investment process through better engagement
SSI Adoption: What will it take? Riley HughesSSIMeetup
Adoption: its the elephant in the room. SSI has so much potential, but the benefits are only realised once adoption happens at scale. In this webinar, Riley Hughes, CEO and Co-Founder of Trinsic, shares his 3 concrete recommendations for building products which are successful according to the most important metric - getting adopted!
Bouw voor de customer journeys van morgen en bereid je commerce platform voor op snelle veranderingen. Guido X Jansen geeft je 5 handvatten om je commerce strategie klaar te stomen voor de nabije toekomst, en bespreekt o.a. Composable Commerce en (B2C én B2B) Marketplaces. Mis niets en blijf je concurrentie voor! Om de concurrentie voor te blijven en te winnen in het volgende tijdperk van digital commerce, moeten B2B-bedrijven samenwerken met leveranciers van commerce-technologie die hen helpen zich aan te passen aan de veranderende marktomstandigheden. Onze experts Henk Mensinga en Guido X Jansen bespreken o.a. hoe een Composable Commerce-aanpak B2B-bedrijven helpt hun e-commerce-strategie klaar te stomen voor de toekomst, hoe een B2B marktplaats early movers kan helpen de digitale race te winnen én hoe ze kunnen groeien in het digitale domein.
The marketing industry is evolving. Scaling your marketing and revenue goals in 2022 without the proper tools in place will hamper growth. AI is no longer a luxury but a must-have tool to scaling your advertising strategies—but AI on its own won’t accomplish anything. As the MarTech arms race accelerates, B2C marketers will face a choice: Adapt, or fall behind. That’s what this presentation is all about. We’re looking ahead to 2022 with practical advice to prepare for the future of marketing. In this session, we’ll discuss the delicate balance of pairing automation, machine learning, and optimization with human expertise to help prepare marketers for success in the future of an AI-heavy world.
Key Takeaways:
→ Practical advice to prepare for challenges in 2022 and beyond
→ Which emerging technologies will reshape digital advertising
→ How to incorporate machine learning into your technology stack
In the workshop, Digital Clarity Group's Scott Liewehr and Cathy McKnight explored the customer experience management (CEM) Imperative and how it impacts the enterprise within the firewall, and the need to shift from an “inside-out” to “outside-in” focus for how employees work in order to support and drive CEM for their organization. They also analyzed the technologies, skills, and processes that will help employees engage and collaborate, and how to evaluate, select, and assemble the team involved in executing the CEM strategy (internal resources, outside service providers, and vendors).
For the full video of this presentation, please visit: https://www.edge-ai-vision.com/2022/08/the-future-of-retail-is-here-and-its-powered-by-embedded-computer-vision-a-presentation-from-grabango/
Will Glaser, Founder and Chief Executive Officer of Grabango, presents the “Future of Retail is Here, and It’s Powered by Embedded Computer Vision” tutorial at the May 2022 Embedded Vision Summit.
Now that computers can see, the way people interact with things will never be the same. Grabango’s checkout-free shopping system allows you to shop in grocery and convenience stores without having to drag every single item over a barcode scanner to check out. Grabango’s technology sees every product, understands what they are and knows where they are at all times. As items leave the store, it generates receipts and charges customers appropriately.
The system is deployed as a distributed embedded computing platform, running state-of-the-art neural networks, and is optimized for very high transaction volumes. In this talk, Glaser provides an overview of Grabango’s system and discusses how vision-based checkout systems are harder to design and build than alternative approaches but deliver compelling benefits. He then covers why an embedded approach is so critical to serving consumers’ real-world needs.
DAN Brand Accelerator: Client Pitch KeynoteJason Newport
Here is the Brand Accelerator pitch deck I began using to pitch current clients more than two years ago. I refined as we advanced through each phase once clients had signed on and we adjusted as necessary. I pitched this to more than twenty clients, all household brand names -- an converted each of them. Not a single brand declined to move forward.
This conference will contextualise the evolution of IT, examining the changing role of technology within the business and the inherent implications for IT personnel. The event is geared for senior IT, business and finance leaders, providing a unique forum for knowledge exchange, discussion and high-level networking.
Core topics
• IT Evolution: the changing role of IT within the business
• Leadership: strategy, culture and collaboration
• XaaS: the shift from asset to service-based consumption
• ITAM: IT Asset Management and procurement
• Managed Services: vendor management and Service Level Agreements
• Governance: information security, GDPR and data protection
• DevOps: Agile process, faster delivery, greater collaboration
Top 10 innovative brands of the year 2020TheCEOViews
This edition of The CEO Views brings to you “Top 10 Innovative Brands of the year 2020”. The list highlights some of the top Innovative Brands who offer the best in class in the technology landscape. The proposed list aspires to assist individuals and organizations to find the best companies that will help them accomplish their projects.
Setting the Customer's Journey: Walk a Mile In Your Customer's ShoesAggregage
Product professionals use phrases like "voice of the customer," and "user experience" so often that it can be easy to lose sight of their actual meanings. This phrase blur is dangerous, as it can pull our attention from what should be our real focus: our our customers' and users' needs. How can we, as product professionals, learn to keep customers and users at the heart of our work?
Join Steven Haines, globally recognized thought leader and author, as he guides us through a memorable journey demonstrating how you can walk a mile in your customer's shoes. He'll explore how, by developing true empathy for your users, you can ensure you're creating the features and products they actually want.
See how apply the user-centric method of Design Thinking when designing IoT solutions. The presentation provides an introduction on on how you can shape the most viable idea, reduce the risks of failure. It covers 3 main questions:
Do customers need my IoT solution?
Can you build it?
Will it be profitable?
Global Processing Systems: Global Leader in Payment Processing SolutionsThe Technology Headlines
In today's market scenario, payment processors play a vital role in every business. Nowadays,people including entrepreneurs, employees, customers, and other business-related ones trust their money with payment processors. At the same time, they do not trust payment processor just like that. They always put their trust in reliable payment processors. If they do not consider any particular payment gateway reliable and trustworthy, then the whole reputation of that particular payment processing solution provider will be hampered. It is that sensitive.
For the full video of this presentation, please visit: https://www.edge-ai-vision.com/2024/06/deploying-large-models-on-the-edge-success-stories-and-challenges-a-presentation-from-qualcomm/
Vinesh Sukumar, Senior Director of Product Management at Qualcomm Technologies, presents the “Deploying Large Models on the Edge: Success Stories and Challenges” tutorial at the May 2024 Embedded Vision Summit.
In this talk, Dr. Sukumar explains and demonstrates how Qualcomm has been successful in deploying large generative AI and multimodal models on the edge for a variety of use cases in consumer and enterprise markets. He examines key challenges that must be overcome before large models at the edge can reach their full commercial potential. He also highlights how Qualcomm is addressing these challenges through upgraded processor hardware, improved developer tools and a comprehensive library of fully optimized AI models in the Qualcomm AI Hub.
For the full video of this presentation, please visit: https://www.edge-ai-vision.com/2024/06/scaling-vision-based-edge-ai-solutions-from-prototype-to-global-deployment-a-presentation-from-network-optix/
Maurits Kaptein, Chief Data Scientist at Network Optix and Professor at the University of Eindhoven, presents the “Scaling Vision-based Edge AI Solutions: From Prototype to Global Deployment” tutorial at the May 2024 Embedded Vision Summit.
The Embedded Vision Summit brings together innovators in silicon, devices, software and applications and empowers them to bring computer vision and perceptual AI into reliable and scalable products. However, integrating recent hardware, software and algorithm innovations into prime-time-ready products is quite challenging. Scaling from a proof of concept—for example, a novel neural network architecture performing a valuable task efficiently on a new piece of silicon—to an AI vision system installed in hundreds of sites requires surmounting myriad hurdles.
First, building on Network Optix’s 14 years of experience, Professor Kaptein details how to overcome the networking, fleet management, visualization and monetization challenges that come with scaling a global vision solution. Second, Kaptein discusses the complexities of making vision AI solutions device-agnostic and remotely manageable, proposing an open standard for AI model deployment to edge devices. The proposed standard aims to simplify market entry for silicon manufacturers and enhance scalability for solution developers. Kaptein outlines the standard’s core components and invites collaborative contributions to drive market expansion.
More Related Content
Similar to “AI Start-ups: The Perils of Fishing for Whales (War Stories from the Entrepreneurial Front Lines),” a Presentation from SeeChange Technologies
Bouw voor de customer journeys van morgen en bereid je commerce platform voor op snelle veranderingen. Guido X Jansen geeft je 5 handvatten om je commerce strategie klaar te stomen voor de nabije toekomst, en bespreekt o.a. Composable Commerce en (B2C én B2B) Marketplaces. Mis niets en blijf je concurrentie voor! Om de concurrentie voor te blijven en te winnen in het volgende tijdperk van digital commerce, moeten B2B-bedrijven samenwerken met leveranciers van commerce-technologie die hen helpen zich aan te passen aan de veranderende marktomstandigheden. Onze experts Henk Mensinga en Guido X Jansen bespreken o.a. hoe een Composable Commerce-aanpak B2B-bedrijven helpt hun e-commerce-strategie klaar te stomen voor de toekomst, hoe een B2B marktplaats early movers kan helpen de digitale race te winnen én hoe ze kunnen groeien in het digitale domein.
The marketing industry is evolving. Scaling your marketing and revenue goals in 2022 without the proper tools in place will hamper growth. AI is no longer a luxury but a must-have tool to scaling your advertising strategies—but AI on its own won’t accomplish anything. As the MarTech arms race accelerates, B2C marketers will face a choice: Adapt, or fall behind. That’s what this presentation is all about. We’re looking ahead to 2022 with practical advice to prepare for the future of marketing. In this session, we’ll discuss the delicate balance of pairing automation, machine learning, and optimization with human expertise to help prepare marketers for success in the future of an AI-heavy world.
Key Takeaways:
→ Practical advice to prepare for challenges in 2022 and beyond
→ Which emerging technologies will reshape digital advertising
→ How to incorporate machine learning into your technology stack
In the workshop, Digital Clarity Group's Scott Liewehr and Cathy McKnight explored the customer experience management (CEM) Imperative and how it impacts the enterprise within the firewall, and the need to shift from an “inside-out” to “outside-in” focus for how employees work in order to support and drive CEM for their organization. They also analyzed the technologies, skills, and processes that will help employees engage and collaborate, and how to evaluate, select, and assemble the team involved in executing the CEM strategy (internal resources, outside service providers, and vendors).
For the full video of this presentation, please visit: https://www.edge-ai-vision.com/2022/08/the-future-of-retail-is-here-and-its-powered-by-embedded-computer-vision-a-presentation-from-grabango/
Will Glaser, Founder and Chief Executive Officer of Grabango, presents the “Future of Retail is Here, and It’s Powered by Embedded Computer Vision” tutorial at the May 2022 Embedded Vision Summit.
Now that computers can see, the way people interact with things will never be the same. Grabango’s checkout-free shopping system allows you to shop in grocery and convenience stores without having to drag every single item over a barcode scanner to check out. Grabango’s technology sees every product, understands what they are and knows where they are at all times. As items leave the store, it generates receipts and charges customers appropriately.
The system is deployed as a distributed embedded computing platform, running state-of-the-art neural networks, and is optimized for very high transaction volumes. In this talk, Glaser provides an overview of Grabango’s system and discusses how vision-based checkout systems are harder to design and build than alternative approaches but deliver compelling benefits. He then covers why an embedded approach is so critical to serving consumers’ real-world needs.
DAN Brand Accelerator: Client Pitch KeynoteJason Newport
Here is the Brand Accelerator pitch deck I began using to pitch current clients more than two years ago. I refined as we advanced through each phase once clients had signed on and we adjusted as necessary. I pitched this to more than twenty clients, all household brand names -- an converted each of them. Not a single brand declined to move forward.
This conference will contextualise the evolution of IT, examining the changing role of technology within the business and the inherent implications for IT personnel. The event is geared for senior IT, business and finance leaders, providing a unique forum for knowledge exchange, discussion and high-level networking.
Core topics
• IT Evolution: the changing role of IT within the business
• Leadership: strategy, culture and collaboration
• XaaS: the shift from asset to service-based consumption
• ITAM: IT Asset Management and procurement
• Managed Services: vendor management and Service Level Agreements
• Governance: information security, GDPR and data protection
• DevOps: Agile process, faster delivery, greater collaboration
Top 10 innovative brands of the year 2020TheCEOViews
This edition of The CEO Views brings to you “Top 10 Innovative Brands of the year 2020”. The list highlights some of the top Innovative Brands who offer the best in class in the technology landscape. The proposed list aspires to assist individuals and organizations to find the best companies that will help them accomplish their projects.
Setting the Customer's Journey: Walk a Mile In Your Customer's ShoesAggregage
Product professionals use phrases like "voice of the customer," and "user experience" so often that it can be easy to lose sight of their actual meanings. This phrase blur is dangerous, as it can pull our attention from what should be our real focus: our our customers' and users' needs. How can we, as product professionals, learn to keep customers and users at the heart of our work?
Join Steven Haines, globally recognized thought leader and author, as he guides us through a memorable journey demonstrating how you can walk a mile in your customer's shoes. He'll explore how, by developing true empathy for your users, you can ensure you're creating the features and products they actually want.
See how apply the user-centric method of Design Thinking when designing IoT solutions. The presentation provides an introduction on on how you can shape the most viable idea, reduce the risks of failure. It covers 3 main questions:
Do customers need my IoT solution?
Can you build it?
Will it be profitable?
Global Processing Systems: Global Leader in Payment Processing SolutionsThe Technology Headlines
In today's market scenario, payment processors play a vital role in every business. Nowadays,people including entrepreneurs, employees, customers, and other business-related ones trust their money with payment processors. At the same time, they do not trust payment processor just like that. They always put their trust in reliable payment processors. If they do not consider any particular payment gateway reliable and trustworthy, then the whole reputation of that particular payment processing solution provider will be hampered. It is that sensitive.
Similar to “AI Start-ups: The Perils of Fishing for Whales (War Stories from the Entrepreneurial Front Lines),” a Presentation from SeeChange Technologies (20)
For the full video of this presentation, please visit: https://www.edge-ai-vision.com/2024/06/deploying-large-models-on-the-edge-success-stories-and-challenges-a-presentation-from-qualcomm/
Vinesh Sukumar, Senior Director of Product Management at Qualcomm Technologies, presents the “Deploying Large Models on the Edge: Success Stories and Challenges” tutorial at the May 2024 Embedded Vision Summit.
In this talk, Dr. Sukumar explains and demonstrates how Qualcomm has been successful in deploying large generative AI and multimodal models on the edge for a variety of use cases in consumer and enterprise markets. He examines key challenges that must be overcome before large models at the edge can reach their full commercial potential. He also highlights how Qualcomm is addressing these challenges through upgraded processor hardware, improved developer tools and a comprehensive library of fully optimized AI models in the Qualcomm AI Hub.
For the full video of this presentation, please visit: https://www.edge-ai-vision.com/2024/06/scaling-vision-based-edge-ai-solutions-from-prototype-to-global-deployment-a-presentation-from-network-optix/
Maurits Kaptein, Chief Data Scientist at Network Optix and Professor at the University of Eindhoven, presents the “Scaling Vision-based Edge AI Solutions: From Prototype to Global Deployment” tutorial at the May 2024 Embedded Vision Summit.
The Embedded Vision Summit brings together innovators in silicon, devices, software and applications and empowers them to bring computer vision and perceptual AI into reliable and scalable products. However, integrating recent hardware, software and algorithm innovations into prime-time-ready products is quite challenging. Scaling from a proof of concept—for example, a novel neural network architecture performing a valuable task efficiently on a new piece of silicon—to an AI vision system installed in hundreds of sites requires surmounting myriad hurdles.
First, building on Network Optix’s 14 years of experience, Professor Kaptein details how to overcome the networking, fleet management, visualization and monetization challenges that come with scaling a global vision solution. Second, Kaptein discusses the complexities of making vision AI solutions device-agnostic and remotely manageable, proposing an open standard for AI model deployment to edge devices. The proposed standard aims to simplify market entry for silicon manufacturers and enhance scalability for solution developers. Kaptein outlines the standard’s core components and invites collaborative contributions to drive market expansion.
For the full video of this presentation, please visit: https://www.edge-ai-vision.com/2024/06/whats-next-in-on-device-generative-ai-a-presentation-from-qualcomm/
Jilei Hou, Vice President of Engineering and Head of AI Research at Qualcomm Technologies, presents the “What’s Next in On-device Generative AI” tutorial at the May 2024 Embedded Vision Summit.
The generative AI era has begun! Large multimodal models are bringing the power of language understanding to machine perception, and transformer models are expanding to allow machines to understand using multiple types of sensors. This new wave of approaches is poised to revolutionize user experiences, disrupt industries and enable powerful new capabilities. For generative AI to reach its full potential, however, we must deploy it on edge devices, providing improved latency, pervasive interaction and enhanced privacy.
In this talk, Hou shares Qualcomm’s vision of the compelling opportunities enabled by efficient generative AI at the edge. He also identifies the key challenges that the industry must overcome to realize the massive potential of these technologies. And he highlights research and product development work that Qualcomm is doing to lead the way via an end-to-end system approach—including techniques for efficient on-device execution of LLMs, LVMs and LMMs, methods for orchestration of large models at the edge and approaches for adaptation and personalization.
For the full video of this presentation, please visit: https://www.edge-ai-vision.com/2023/11/learning-compact-dnn-models-for-embedded-vision-a-presentation-from-the-university-of-maryland-at-college-park/
Shuvra Bhattacharyya, Professor at the University of Maryland at College Park, presents the “Learning Compact DNN Models for Embedded Vision” tutorial at the May 2023 Embedded Vision Summit.
In this talk, Bhattacharyya explores methods to transform large deep neural network (DNN) models into effective compact models. The transformation process that he focuses on—from large to compact DNN form—is referred to as pruning. Pruning involves the removal of neurons or parameters from a neural network. When performed strategically, pruning can lead to significant reductions in computational complexity without significant degradation in accuracy. It is sometimes even possible to increase accuracy through pruning.
Pruning provides a general approach for facilitating real-time inference in resource-constrained embedded computer vision systems. Bhattacharyya provides an overview of important aspects to consider when applying or developing a DNN pruning method and presents details on a recently introduced pruning method called NeuroGRS. NeuroGRS considers structures and trained weights jointly throughout the pruning process and can result in significantly more compact models compared to other pruning methods.
For the full video of this presentation, please visit: https://www.edge-ai-vision.com/2023/11/introduction-to-computer-vision-with-cnns-a-presentation-from-mohammad-haghighat/
Independent consultant Mohammad Haghighat presents the “Introduction to Computer Vision with Convolutional Neural Networks” tutorial at the May 2023 Embedded Vision Summit.
This presentation covers the basics of computer vision using convolutional neural networks. Haghighat begins by introducing some important conventional computer vision techniques and then transition to explaining the basics of machine learning and convolutional neural networks (CNNs) and showing how CNNs are used in visual perception.
Haghighat illustrates the building blocks and computational elements of neural networks through examples. This session provides an overview of how modern computer vision algorithms are designed, trained and used in real-world applications.
For the full video of this presentation, please visit: https://www.edge-ai-vision.com/2023/11/selecting-tools-for-developing-monitoring-and-maintaining-ml-models-a-presentation-from-yummly/
Parshad Patel, Data Scientist at Yummly, presents the “Selecting Tools for Developing, Monitoring and Maintaining ML Models” tutorial at the May 2023 Embedded Vision Summit.
With the boom in tools for developing, monitoring and maintaining ML models, data science teams have many options to choose from. Proprietary tools provided by cloud service providers are enticing, but teams may fear being locked in—and may worry that these tools are too costly or missing important features when compared with alternatives from specialized providers.
Fortunately, most proprietary, fee-based tools have an open-source component that can be integrated into a home-grown solution at low cost. This can be a good starting point, enabling teams to get started with modern tools without making big investments and leaving the door open to evolve tool selection over time. In this talk, Patel presents a step-by-step process for creating an MLOps tool set that enables you to deliver maximum value as a data scientist. He shares how Yummly built pipelines for model development and put them into production using open-source projects.
For the full video of this presentation, please visit: https://www.edge-ai-vision.com/2023/11/building-accelerated-gstreamer-applications-for-video-and-audio-ai-a-presentation-from-wave-spectrum/
Abdo Babukr, Accelerated Computing Consultant at Wave Spectrum, presents the “Building Accelerated GStreamer Applications for Video and Audio AI,” tutorial at the May 2023 Embedded Vision Summit.
GStreamer is a popular open-source framework for creating streaming media applications. Developers often use GStreamer to streamline the development of computer vision and audio perception applications. Since perceptual algorithms are often quite demanding in terms of processing performance, in many cases developers need to find ways to accelerate key GStreamer building blocks, taking advantage of specialized features of their target processor or co-processor.
In this talk, Babukr introduces GStreamer and shows how to use it to build computer vision and audio perception applications. He also shows how to create efficient, high-performance GStreamer applications that utilize specialized hardware features.
For the full video of this presentation, please visit: https://www.edge-ai-vision.com/2023/11/understanding-selecting-and-optimizing-object-detectors-for-edge-applications-a-presentation-from-walmart-global-tech/
Md Nasir Uddin Laskar, Staff Machine Learning Engineer at Walmart Global Tech, presents the “Understanding, Selecting and Optimizing Object Detectors for Edge Applications” tutorial at the May 2023 Embedded Vision Summit.
Object detectors count objects in a scene and determine their precise locations, while also labeling them. Object detection plays a crucial role in many vision applications, from autonomous driving to smart appliances. In many of these applications, it’s necessary or desirable to implement object detection at the edge.
In this presentation, Laskar explores the evolution of object detection algorithms, from traditional approaches to deep learning-based methods and transformer-based architectures. He delves into widely used approaches for object detection, such as two-stage R-CNNs and one-stage YOLO algorithms, and examines their strengths and weaknesses. And he provides guidance on how to evaluate and select an object detector for an edge application.
For the full video of this presentation, please visit: https://www.edge-ai-vision.com/2023/10/introduction-to-modern-lidar-for-machine-perception-a-presentation-from-the-university-of-ottawa/
Robert Laganière, Professor at the University of Ottawa and CEO of Sensor Cortek, presents the “Introduction to Modern LiDAR for Machine Perception” tutorial at the May 2023 Embedded Vision Summit.
In this presentation, Laganière provides an introduction to light detection and ranging (LiDAR) technology. He explains how LiDAR sensors work and their main advantages and disadvantages. He also introduces different approaches to LiDAR, including scanning and flash LiDAR.
Laganière explores the types of data produced by LiDAR sensors and explains how this data can be processed using deep neural networks. He also examines the synergy between LiDAR and cameras, and the concept of pseudo-LiDAR for detection.
For the full video of this presentation, please visit: https://www.edge-ai-vision.com/2023/11/vision-language-representations-for-robotics-a-presentation-from-the-university-of-pennsylvania/
Dinesh Jayaraman, Assistant Professor at the University of Pennsylvania, presents the “Vision-language Representations for Robotics” tutorial at the May 2023 Embedded Vision Summit.
In what format can an AI system best present what it “sees” in a visual scene to help robots accomplish tasks? This question has been a long-standing challenge for computer scientists and robotics engineers. In this presentation, Jayaraman provides insights into cutting-edge techniques being used to help robots better understand their surroundings, learn new skills with minimal guidance and become more capable of performing complex tasks.
Jayaraman discusses recent advances in unsupervised representation learning and explains how these approaches can be used to build visual representations that are appropriate for a controller that decides how the robot should act. In particular, he presents insights from his research group’s recent work on how to represent the constituent objects and entities in a visual scene, and how to combine vision and language in a way that permits effectively translating language-based task descriptions into images depicting the robot’s goals.
For the full video of this presentation, please visit: https://www.edge-ai-vision.com/2023/10/adas-and-av-sensors-whats-winning-and-why-a-presentation-from-techinsights/
Ian Riches, Vice President of the Global Automotive Practice at TechInsights, presents the “ADAS and AV Sensors: What’s Winning and Why?” tutorial at the May 2023 Embedded Vision Summit.
It’s clear that the number of sensors per vehicle—and the sophistication of these sensors—is growing rapidly, largely thanks to increased adoption of advanced safety and driver assistance features. In this presentation, Riches explores likely future demand for automotive radars, cameras and LiDARs.
Riches examines which vehicle features will drive demand out to 2030, how vehicle architecture change is impacting the market and what sorts of compute platforms these sensors will be connected to. Finally, he shares his firm’s vision of what the landscape could look like far beyond 2030, considering scenarios out to 2050 for automated driving and the resulting sensor demand.
For the full video of this presentation, please visit: https://www.edge-ai-vision.com/2023/10/computer-vision-in-sports-scalable-solutions-for-downmarkets-a-presentation-from-sportlogiq/
Mehrsan Javan, Co-founder and CTO of Sportlogiq, presents the “Computer Vision in Sports: Scalable Solutions for Downmarket Leagues” tutorial at the May 2023 Embedded Vision Summit.
Sports analytics is about observing, understanding and describing the game in an intelligent manner. In practice, this requires a fully automated, robust end-to-end pipeline, spanning from visual input, to player and group activities, to player and team evaluation to planning. Despite major advancements in computer vision and machine learning, today sports analytics solutions are limited to top leagues and are not widely available for downmarket leagues and youth sports.
In this talk, Javan explains how his company has developed scalable and robust computer vision solutions to democratize sport analytics and offer pro-league-level insights to leagues with modest resources, including youth leagues. He highlights key challenges—such as the requirement for low-cost, low-latency processing and the need for robustness despite variations in venues. He discusses the approaches Sportlogiq tried and how it ultimately overcame these challenges, including the use of transformers and fusion of multiple type of data streams to maximize accuracy.
For the full video of this presentation, please visit: https://www.edge-ai-vision.com/2023/10/detecting-data-drift-in-image-classification-neural-networks-a-presentation-from-southern-illinois-university/
Spyros Tragoudas, Professor and School Director at Southern Illinois University Carbondale, presents the “Detecting Data Drift in Image Classification Neural Networks” tutorial at the May 2023 Embedded Vision Summit.
An unforeseen change in the input data is called “drift,” and may impact the accuracy of machine learning models. In this talk, Tragoudas presents a novel scheme for diagnosing data drift in the input streams of image classification neural networks. His proposed method for drift detection and quantification uses a threshold dictionary for the prediction probabilities of each class in the neural network model.
The method is applicable to any drift type in images such as noise and weather effects, among others. Tragoudas shares experimental results on various data sets, drift types and neural network models to show that his proposed method estimates the drift magnitude with high accuracy, especially when the level of drift significantly impacts the model’s performance.
For the full video of this presentation, please visit: https://www.edge-ai-vision.com/2023/10/deep-neural-network-training-diagnosing-problems-and-implementing-solutions-a-presentation-from-sensor-cortek/
Fahed Hassanat, Chief Operating Officer and Head of Engineering at Sensor Cortek, presents the “Deep Neural Network Training: Diagnosing Problems and Implementing Solutions” tutorial at the May 2023 Embedded Vision Summit.
In this presentation, Hassanat delves into some of the most common problems that arise when training deep neural networks. He provides a brief overview of essential training metrics, including accuracy, precision, false positives, false negatives and F1 score.
Hassanat then explores training challenges that arise from problems with hyperparameters, inappropriately sized models, inadequate models, poor-quality datasets, imbalances within training datasets and mismatches between training and testing datasets. To help detect and diagnose training problems, he also covers techniques such as understanding performance curves, recognizing overfitting and underfitting, analyzing confusion matrices and identifying class interaction issues.
For the full video of this presentation, please visit: https://www.edge-ai-vision.com/2023/10/a-computer-vision-system-for-autonomous-satellite-maneuvering-a-presentation-from-scout-space/
Andrew Harris, Spacecraft Systems Engineer at SCOUT Space, presents the “Developing a Computer Vision System for Autonomous Satellite Maneuvering” tutorial at the May 2023 Embedded Vision Summit.
Computer vision systems for mobile autonomous machines experience a wide variety of real-world conditions and inputs that can be challenging to capture accurately in training datasets. Few autonomous systems experience more challenging conditions than those in orbit. In this talk, Harris describes how SCOUT Space has designed and trained satellite vision systems using dynamic and physically informed synthetic image datasets.
Harris describes how his company generates synthetic data for this challenging environment and how it leverages new real-world data to improve our datasets. In particular, he explains how these synthetic datasets account for and can replicate real sources of noise and error in the orbital environment, and how his company supplements them with in-space data from the first SCOUT-Vision system, which has been in orbit since 2021.
For the full video of this presentation, please visit: https://www.edge-ai-vision.com/2023/10/bias-in-computer-vision-its-bigger-than-facial-recognition-a-presentation-from-santa-clara-university/
Susan Kennedy, Assistant Professor of Philosophy at Santa Clara University, presents the “Bias in Computer Vision—It’s Bigger Than Facial Recognition!” tutorial at the May 2023 Embedded Vision Summit.
As AI is increasingly integrated into various industries, concerns about its potential to reproduce or exacerbate bias have become widespread. While the use of AI holds the promise of reducing bias, it can also have unintended consequences, particularly in high-stakes computer vision applications such as facial recognition. However, even seemingly low-stakes computer vision applications such as identifying potholes and damaged roads can also present ethical challenges related to bias.
This talk explores how bias in computer vision often poses an ethical challenge, regardless of the stakes involved. Kennedy discusses the limitations of technical solutions aimed at mitigating bias, and why “bias-free” AI may not be achievable. Instead, she focuses on the importance of adopting a “bias-aware” approach to responsible AI design and explores strategies that can be employed to achieve this.
For the full video of this presentation, please visit: https://www.edge-ai-vision.com/2023/10/sensor-fusion-techniques-for-accurate-perception-of-objects-in-the-environment-a-presentation-from-sanborn-map-company/
Baharak Soltanian, Vice President of Research and Development for the Sanborn Map Company, presents the “Sensor Fusion Techniques for Accurate Perception of Objects in the Environment” tutorial at the May 2023 Embedded Vision Summit.
Increasingly, perceptual AI is being used to enable devices and systems to obtain accurate estimates of object locations, speeds and trajectories. In demanding applications, this is often best done using a heterogeneous combination of sensors (e.g., vision, radar, LiDAR). In this talk, Soltanian introduces techniques for combining data from multiple sensors to obtain accurate information about objects in the environment.
Soltanian briefly introduces the roles played by Kalman filters, particle filters, Bayesian networks and neural networks in this type of fusion. She then examines alternative fusion architectures, such as centralized and decentralized approaches, to better understand the trade-offs associated with different approaches to sensor fusion as used to enhance the ability of machines to understand their environment.
For the full video of this presentation, please visit: https://www.edge-ai-vision.com/2023/10/updating-the-edge-ml-development-process-a-presentation-from-samsara/
Jim Steele, Vice President of Embedded Software at Samsara, presents the “Updating the Edge ML Development Process” tutorial at the May 2023 Embedded Vision Summit.
Samsara (NYSE:IOT) is focused on digitizing the world of operations. The company helps customers across many industries—including food and beverage, utilities and energy, field services and government—get information about their physical operations into the cloud, so they can operate more safely, efficiently and sustainably. Samsara’s sensors collect billions of data points per day and on-device processing is instrumental to its success. The company is constantly developing, improving and deploying ML models at the edge.
Samsara has found that the traditional development process—where ML scientists create models and hand them off to firmware engineers for embedded implementation—is slow and often produces difficult-to-resolve differences between the original model and the embedded implementation. In this talk, Steele presents an alternative development process that his company has adopted with good results. In this process, firmware engineers develop a general framework that ML scientists use to design, develop and deploy their models. This enables quick iterations and fewer confounding bugs.
For the full video of this presentation, please visit: https://www.edge-ai-vision.com/2023/10/combating-bias-in-production-computer-vision-systems-a-presentation-from-red-cell-partners/
Alex Thaman, Chief Architect at Red Cell Partners, presents the “Combating Bias in Production Computer Vision Systems” tutorial at the May 2023 Embedded Vision Summit.
Bias is a critical challenge in predictive and generative AI that involves images of humans. People have a variety of body shapes, skin tones and other features that can be challenging to represent completely in training data. Without attention to bias risks, ML systems have the potential to treat people unfairly, and even to make humans more likely to do so.
In this talk, Thaman examines the ways in which bias can arise in visual AI systems. He shares techniques for detecting bias and strategies for minimizing it in production AI systems.
For the full video of this presentation, please visit: https://www.edge-ai-vision.com/2023/10/developing-an-embedded-vision-ai-powered-fitness-system-a-presentation-from-peloton-interactive/
Sanjay Nichani, Vice President for Artificial Intelligence and Computer Vision at Peloton Interactive, presents the “Developing an Embedded Vision AI-powered Fitness System” tutorial at the May 2023 Embedded Vision Summit.
The Guide is Peloton’s first strength-training product that runs on a physical device and also the first that uses AI technology. It turns any TV into an interactive personal training studio. Members have access to Peloton’s instructors, who lead classes that use dumbbells and body weight. The Guide uses an innovative combination of hardware, software and user interface; it is one of only a handful of consumer products in this market that use real-time embedded computer vision, and Peloton’s members love it!
In this talk, Nichani shares insights into how the computer vision technology behind the Guide was built. He focuses on data, models and processes. The AI and Computer Vision team at Peloton worked through numerous obstacles by using synthetic data, advanced algorithms and field-testing iteration to create an affordable AI-powered device that enables at-home fitness for everyone.
LF Energy Webinar: Electrical Grid Modelling and Simulation Through PowSyBl -...DanBrown980551
Do you want to learn how to model and simulate an electrical network from scratch in under an hour?
Then welcome to this PowSyBl workshop, hosted by Rte, the French Transmission System Operator (TSO)!
During the webinar, you will discover the PowSyBl ecosystem as well as handle and study an electrical network through an interactive Python notebook.
PowSyBl is an open source project hosted by LF Energy, which offers a comprehensive set of features for electrical grid modelling and simulation. Among other advanced features, PowSyBl provides:
- A fully editable and extendable library for grid component modelling;
- Visualization tools to display your network;
- Grid simulation tools, such as power flows, security analyses (with or without remedial actions) and sensitivity analyses;
The framework is mostly written in Java, with a Python binding so that Python developers can access PowSyBl functionalities as well.
What you will learn during the webinar:
- For beginners: discover PowSyBl's functionalities through a quick general presentation and the notebook, without needing any expert coding skills;
- For advanced developers: master the skills to efficiently apply PowSyBl functionalities to your real-world scenarios.
UiPath Test Automation using UiPath Test Suite series, part 3DianaGray10
Welcome to UiPath Test Automation using UiPath Test Suite series part 3. In this session, we will cover desktop automation along with UI automation.
Topics covered:
UI automation Introduction,
UI automation Sample
Desktop automation flow
Pradeep Chinnala, Senior Consultant Automation Developer @WonderBotz and UiPath MVP
Deepak Rai, Automation Practice Lead, Boundaryless Group and UiPath MVP
Neuro-symbolic is not enough, we need neuro-*semantic*Frank van Harmelen
Neuro-symbolic (NeSy) AI is on the rise. However, simply machine learning on just any symbolic structure is not sufficient to really harvest the gains of NeSy. These will only be gained when the symbolic structures have an actual semantics. I give an operational definition of semantics as “predictable inference”.
All of this illustrated with link prediction over knowledge graphs, but the argument is general.
Kubernetes & AI - Beauty and the Beast !?! @KCD Istanbul 2024Tobias Schneck
As AI technology is pushing into IT I was wondering myself, as an “infrastructure container kubernetes guy”, how get this fancy AI technology get managed from an infrastructure operational view? Is it possible to apply our lovely cloud native principals as well? What benefit’s both technologies could bring to each other?
Let me take this questions and provide you a short journey through existing deployment models and use cases for AI software. On practical examples, we discuss what cloud/on-premise strategy we may need for applying it to our own infrastructure to get it to work from an enterprise perspective. I want to give an overview about infrastructure requirements and technologies, what could be beneficial or limiting your AI use cases in an enterprise environment. An interactive Demo will give you some insides, what approaches I got already working for real.
State of ICS and IoT Cyber Threat Landscape Report 2024 previewPrayukth K V
The IoT and OT threat landscape report has been prepared by the Threat Research Team at Sectrio using data from Sectrio, cyber threat intelligence farming facilities spread across over 85 cities around the world. In addition, Sectrio also runs AI-based advanced threat and payload engagement facilities that serve as sinks to attract and engage sophisticated threat actors, and newer malware including new variants and latent threats that are at an earlier stage of development.
The latest edition of the OT/ICS and IoT security Threat Landscape Report 2024 also covers:
State of global ICS asset and network exposure
Sectoral targets and attacks as well as the cost of ransom
Global APT activity, AI usage, actor and tactic profiles, and implications
Rise in volumes of AI-powered cyberattacks
Major cyber events in 2024
Malware and malicious payload trends
Cyberattack types and targets
Vulnerability exploit attempts on CVEs
Attacks on counties – USA
Expansion of bot farms – how, where, and why
In-depth analysis of the cyber threat landscape across North America, South America, Europe, APAC, and the Middle East
Why are attacks on smart factories rising?
Cyber risk predictions
Axis of attacks – Europe
Systemic attacks in the Middle East
Download the full report from here:
https://sectrio.com/resources/ot-threat-landscape-reports/sectrio-releases-ot-ics-and-iot-security-threat-landscape-report-2024/
Accelerate your Kubernetes clusters with Varnish CachingThijs Feryn
A presentation about the usage and availability of Varnish on Kubernetes. This talk explores the capabilities of Varnish caching and shows how to use the Varnish Helm chart to deploy it to Kubernetes.
This presentation was delivered at K8SUG Singapore. See https://feryn.eu/presentations/accelerate-your-kubernetes-clusters-with-varnish-caching-k8sug-singapore-28-2024 for more details.
Essentials of Automations: Optimizing FME Workflows with ParametersSafe Software
Are you looking to streamline your workflows and boost your projects’ efficiency? Do you find yourself searching for ways to add flexibility and control over your FME workflows? If so, you’re in the right place.
Join us for an insightful dive into the world of FME parameters, a critical element in optimizing workflow efficiency. This webinar marks the beginning of our three-part “Essentials of Automation” series. This first webinar is designed to equip you with the knowledge and skills to utilize parameters effectively: enhancing the flexibility, maintainability, and user control of your FME projects.
Here’s what you’ll gain:
- Essentials of FME Parameters: Understand the pivotal role of parameters, including Reader/Writer, Transformer, User, and FME Flow categories. Discover how they are the key to unlocking automation and optimization within your workflows.
- Practical Applications in FME Form: Delve into key user parameter types including choice, connections, and file URLs. Allow users to control how a workflow runs, making your workflows more reusable. Learn to import values and deliver the best user experience for your workflows while enhancing accuracy.
- Optimization Strategies in FME Flow: Explore the creation and strategic deployment of parameters in FME Flow, including the use of deployment and geometry parameters, to maximize workflow efficiency.
- Pro Tips for Success: Gain insights on parameterizing connections and leveraging new features like Conditional Visibility for clarity and simplicity.
We’ll wrap up with a glimpse into future webinars, followed by a Q&A session to address your specific questions surrounding this topic.
Don’t miss this opportunity to elevate your FME expertise and drive your projects to new heights of efficiency.
Builder.ai Founder Sachin Dev Duggal's Strategic Approach to Create an Innova...Ramesh Iyer
In today's fast-changing business world, Companies that adapt and embrace new ideas often need help to keep up with the competition. However, fostering a culture of innovation takes much work. It takes vision, leadership and willingness to take risks in the right proportion. Sachin Dev Duggal, co-founder of Builder.ai, has perfected the art of this balance, creating a company culture where creativity and growth are nurtured at each stage.
Key Trends Shaping the Future of Infrastructure.pdfCheryl Hung
Keynote at DIGIT West Expo, Glasgow on 29 May 2024.
Cheryl Hung, ochery.com
Sr Director, Infrastructure Ecosystem, Arm.
The key trends across hardware, cloud and open-source; exploring how these areas are likely to mature and develop over the short and long-term, and then considering how organisations can position themselves to adapt and thrive.
Let's dive deeper into the world of ODC! Ricardo Alves (OutSystems) will join us to tell all about the new Data Fabric. After that, Sezen de Bruijn (OutSystems) will get into the details on how to best design a sturdy architecture within ODC.
Dev Dives: Train smarter, not harder – active learning and UiPath LLMs for do...UiPathCommunity
💥 Speed, accuracy, and scaling – discover the superpowers of GenAI in action with UiPath Document Understanding and Communications Mining™:
See how to accelerate model training and optimize model performance with active learning
Learn about the latest enhancements to out-of-the-box document processing – with little to no training required
Get an exclusive demo of the new family of UiPath LLMs – GenAI models specialized for processing different types of documents and messages
This is a hands-on session specifically designed for automation developers and AI enthusiasts seeking to enhance their knowledge in leveraging the latest intelligent document processing capabilities offered by UiPath.
Speakers:
👨🏫 Andras Palfi, Senior Product Manager, UiPath
👩🏫 Lenka Dulovicova, Product Program Manager, UiPath
GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using Deplo...James Anderson
Effective Application Security in Software Delivery lifecycle using Deployment Firewall and DBOM
The modern software delivery process (or the CI/CD process) includes many tools, distributed teams, open-source code, and cloud platforms. Constant focus on speed to release software to market, along with the traditional slow and manual security checks has caused gaps in continuous security as an important piece in the software supply chain. Today organizations feel more susceptible to external and internal cyber threats due to the vast attack surface in their applications supply chain and the lack of end-to-end governance and risk management.
The software team must secure its software delivery process to avoid vulnerability and security breaches. This needs to be achieved with existing tool chains and without extensive rework of the delivery processes. This talk will present strategies and techniques for providing visibility into the true risk of the existing vulnerabilities, preventing the introduction of security issues in the software, resolving vulnerabilities in production environments quickly, and capturing the deployment bill of materials (DBOM).
Speakers:
Bob Boule
Robert Boule is a technology enthusiast with PASSION for technology and making things work along with a knack for helping others understand how things work. He comes with around 20 years of solution engineering experience in application security, software continuous delivery, and SaaS platforms. He is known for his dynamic presentations in CI/CD and application security integrated in software delivery lifecycle.
Gopinath Rebala
Gopinath Rebala is the CTO of OpsMx, where he has overall responsibility for the machine learning and data processing architectures for Secure Software Delivery. Gopi also has a strong connection with our customers, leading design and architecture for strategic implementations. Gopi is a frequent speaker and well-known leader in continuous delivery and integrating security into software delivery.
"Impact of front-end architecture on development cost", Viktor TurskyiFwdays
I have heard many times that architecture is not important for the front-end. Also, many times I have seen how developers implement features on the front-end just following the standard rules for a framework and think that this is enough to successfully launch the project, and then the project fails. How to prevent this and what approach to choose? I have launched dozens of complex projects and during the talk we will analyze which approaches have worked for me and which have not.