For the full video of this presentation, please visit: https://www.edge-ai-vision.com/2023/10/navigating-the-evolving-venture-capital-landscape-for-edge-ai-start-ups-a-presentation-from-hpe-pathfinder/
Todd Poole, Director of Venture Capital Investments for HPE Pathfinder Ventures, presents the “Navigating the Evolving Venture Capital Landscape for Edge AI Start-ups” tutorial at the May 2023 Embedded Vision Summit.
The venture capital environment has undergone a huge shift in the past year. In this talk, Poole explains how the VC landscape has changed and the implications for start-ups. He examines the impacts on valuations, VC’s willingness to fund, appetite for risk and leverage in deal structuring and terms negotiation.
Pool explores how AI and ML hardware and software companies have been affected differently from the broader start-up ecosystem and considers the distinct challenges faced by start-ups in the edge AI sector. He offers guidance for founders, soon-to-be-founders and start-up employees on how to navigate this dynamic environment and strategize effectively in response to changing market conditions.
Every quarter, we survey top Seed and Series A stage investors to gauge their thoughts on the current state of the market and understand what they expect over the coming years on topics like startup valuations, exit opportunities, and capital availability
SEA Founders Covid-19 Issues & SolutionsTeo Lee Hwee
In light of COVID-19 and the impact it has had on businesses, especially start-ups, members of SEA Founders initiated a huddle call on a Sunday morning over Zoom. With Anna Gong (Perx Technologies) and Suresh Shankar (Crayon Data) leading the discussion, 21 founders came together to discuss issues and solutions to help each other tide through this difficult time. We are sharing this to help the larger start-up community.
"Understanding Financial Projections for Investment Presentations"TEDCO
Why are financial projections such a crap shoot? Your financial projections matter to investors. They reveal so much about you, your business and its potential growth, and are one of the main drivers in making an investment decision.
Neil Davis, TEDCO’s Director of Entrepreneurial Development, drills down on common errors made in preparing seed stage projections and how these projections are integrated into the business plan.
Every quarter, we survey top Seed and Series A stage investors to gauge their thoughts on the current state of the market and understand what they expect over the coming years on topics like startup valuations, exit opportunities, and capital availability
SEA Founders Covid-19 Issues & SolutionsTeo Lee Hwee
In light of COVID-19 and the impact it has had on businesses, especially start-ups, members of SEA Founders initiated a huddle call on a Sunday morning over Zoom. With Anna Gong (Perx Technologies) and Suresh Shankar (Crayon Data) leading the discussion, 21 founders came together to discuss issues and solutions to help each other tide through this difficult time. We are sharing this to help the larger start-up community.
"Understanding Financial Projections for Investment Presentations"TEDCO
Why are financial projections such a crap shoot? Your financial projections matter to investors. They reveal so much about you, your business and its potential growth, and are one of the main drivers in making an investment decision.
Neil Davis, TEDCO’s Director of Entrepreneurial Development, drills down on common errors made in preparing seed stage projections and how these projections are integrated into the business plan.
The CTA industry has faced prolonged periods of negative returns, ongoing redemptions, declining revenues and mounting expenses. Is the tide ever going to shift? What if it doesn't?
This presentation provides an overview of the Managed Futures sector past and present and explores several ways to unlock value in 2014.
Highlights:
• Larger firms continue to gather assets, yet smaller firms are seeing record outflows
• Do investors really understand the strategy?
• Do investors understand your capabilities?
• Importance of developing new products and distribution channels
• Positioning the firm for the future
These are just a few of the topics covered in our presentation. We would like to invite you to join the discussion and share your thoughts.
A compilation of all the articles and sources I have found useful to value early stage (including pre-revenue) startups.
Sources of compiled information:
• UpCounsel https://www.upcounsel.com/startup-valuation-methods
• http://billpayne.com/wp-content/uploads/2011/01/Scorecard-Valuation-Methodology-Jan111.pdf
• https://www.investopedia.com/terms/d/dcf.asp
• https://en.wikipedia.org/wiki/Cost_of_capital
• http://andrewchen.co/how-to-measure-if-users-love-your-product-using-cohorts-and-revisit-rates/
• http://www.perceptualedge.com/articles/guests/intro_to_cycle_plots.pdf
Now is the best time to start a company… Now what?Brian Kelly
It used to take years to launch a new software product. Now you can create, launch, and have paying customers getting value from your product in just a few months. This presentation explains why it's never been a better time to start a software company and what you need to consider to make it a reality.
Should you start with a side gig? Should you raise venture capital? How should you think about your cap table and employee options? What's your exit strategy? This presentation tackles these questions.
David Corcoran, cofounder at Third Rail Group, gave this talk at Do it Best Corp.'s annual Techapalooza on March 14, 2017.
Series A Fundraising Guide (Investing Individuals Improving Our World) by AccionAlejandro Cremades
Series A Fundraising Guide 👇
Inside, you'll find insights on:
1) Preparing for your fundraise with a strategic lens
2) Pitching to investors with conviction
3) Setting up for diligence with transparency
4) Negotiating terms that respect both parties
5) And post-closing considerations to keep the momentum
Exit Planning - Maximizing Value Through Pre-Transaction ReadinessDominic Brault
According to numerous surveys, more than half of business owners intend to transition ownership of their business during the next 10 years. Yet most business owners do not have a formal strategic or financial plan, and many are unaware of the possible tax and estate implications. As a result, there is a real need for business exit planning. A robust exit plan will help chart a course toward extracting maximum value from the company to reach the seller’s goals.
Mercer Capital's Portfolio Valuation: Private Equity and Venture Capital Mark...Mercer Capital
Mercer Capital's Portfolio Valuation: Private Equity Marks and Trends Newsletter provides a brief digest and commentary of some of the most relevant market trends influencing the fair value regarding private equity portfolio investments.
Understand the myths of commercial financing and find out what it takes to master this part of financing that most mortgage brokers are afraid of doing.
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 “Navigating the Evolving Venture Capital Landscape for Edge AI Start-ups,” a Presentation from HPE Pathfinder
The CTA industry has faced prolonged periods of negative returns, ongoing redemptions, declining revenues and mounting expenses. Is the tide ever going to shift? What if it doesn't?
This presentation provides an overview of the Managed Futures sector past and present and explores several ways to unlock value in 2014.
Highlights:
• Larger firms continue to gather assets, yet smaller firms are seeing record outflows
• Do investors really understand the strategy?
• Do investors understand your capabilities?
• Importance of developing new products and distribution channels
• Positioning the firm for the future
These are just a few of the topics covered in our presentation. We would like to invite you to join the discussion and share your thoughts.
A compilation of all the articles and sources I have found useful to value early stage (including pre-revenue) startups.
Sources of compiled information:
• UpCounsel https://www.upcounsel.com/startup-valuation-methods
• http://billpayne.com/wp-content/uploads/2011/01/Scorecard-Valuation-Methodology-Jan111.pdf
• https://www.investopedia.com/terms/d/dcf.asp
• https://en.wikipedia.org/wiki/Cost_of_capital
• http://andrewchen.co/how-to-measure-if-users-love-your-product-using-cohorts-and-revisit-rates/
• http://www.perceptualedge.com/articles/guests/intro_to_cycle_plots.pdf
Now is the best time to start a company… Now what?Brian Kelly
It used to take years to launch a new software product. Now you can create, launch, and have paying customers getting value from your product in just a few months. This presentation explains why it's never been a better time to start a software company and what you need to consider to make it a reality.
Should you start with a side gig? Should you raise venture capital? How should you think about your cap table and employee options? What's your exit strategy? This presentation tackles these questions.
David Corcoran, cofounder at Third Rail Group, gave this talk at Do it Best Corp.'s annual Techapalooza on March 14, 2017.
Series A Fundraising Guide (Investing Individuals Improving Our World) by AccionAlejandro Cremades
Series A Fundraising Guide 👇
Inside, you'll find insights on:
1) Preparing for your fundraise with a strategic lens
2) Pitching to investors with conviction
3) Setting up for diligence with transparency
4) Negotiating terms that respect both parties
5) And post-closing considerations to keep the momentum
Exit Planning - Maximizing Value Through Pre-Transaction ReadinessDominic Brault
According to numerous surveys, more than half of business owners intend to transition ownership of their business during the next 10 years. Yet most business owners do not have a formal strategic or financial plan, and many are unaware of the possible tax and estate implications. As a result, there is a real need for business exit planning. A robust exit plan will help chart a course toward extracting maximum value from the company to reach the seller’s goals.
Mercer Capital's Portfolio Valuation: Private Equity and Venture Capital Mark...Mercer Capital
Mercer Capital's Portfolio Valuation: Private Equity Marks and Trends Newsletter provides a brief digest and commentary of some of the most relevant market trends influencing the fair value regarding private equity portfolio investments.
Understand the myths of commercial financing and find out what it takes to master this part of financing that most mortgage brokers are afraid of doing.
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/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.
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.
DevOps and Testing slides at DASA ConnectKari Kakkonen
My and Rik Marselis slides at 30.5.2024 DASA Connect conference. We discuss about what is testing, then what is agile testing and finally what is Testing in DevOps. Finally we had lovely workshop with the participants trying to find out different ways to think about quality and testing in different parts of the DevOps infinity loop.
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.
UiPath Test Automation using UiPath Test Suite series, part 4DianaGray10
Welcome to UiPath Test Automation using UiPath Test Suite series part 4. In this session, we will cover Test Manager overview along with SAP heatmap.
The UiPath Test Manager overview with SAP heatmap webinar offers a concise yet comprehensive exploration of the role of a Test Manager within SAP environments, coupled with the utilization of heatmaps for effective testing strategies.
Participants will gain insights into the responsibilities, challenges, and best practices associated with test management in SAP projects. Additionally, the webinar delves into the significance of heatmaps as a visual aid for identifying testing priorities, areas of risk, and resource allocation within SAP landscapes. Through this session, attendees can expect to enhance their understanding of test management principles while learning practical approaches to optimize testing processes in SAP environments using heatmap visualization techniques
What will you get from this session?
1. Insights into SAP testing best practices
2. Heatmap utilization for testing
3. Optimization of testing processes
4. Demo
Topics covered:
Execution from the test manager
Orchestrator execution result
Defect reporting
SAP heatmap example with demo
Speaker:
Deepak Rai, Automation Practice Lead, Boundaryless Group and UiPath MVP
Slack (or Teams) Automation for Bonterra Impact Management (fka Social Soluti...Jeffrey Haguewood
Sidekick Solutions uses Bonterra Impact Management (fka Social Solutions Apricot) and automation solutions to integrate data for business workflows.
We believe integration and automation are essential to user experience and the promise of efficient work through technology. Automation is the critical ingredient to realizing that full vision. We develop integration products and services for Bonterra Case Management software to support the deployment of automations for a variety of use cases.
This video focuses on the notifications, alerts, and approval requests using Slack for Bonterra Impact Management. The solutions covered in this webinar can also be deployed for Microsoft Teams.
Interested in deploying notification automations for Bonterra Impact Management? Contact us at sales@sidekicksolutionsllc.com to discuss next steps.
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.
Transcript: Selling digital books in 2024: Insights from industry leaders - T...BookNet Canada
The publishing industry has been selling digital audiobooks and ebooks for over a decade and has found its groove. What’s changed? What has stayed the same? Where do we go from here? Join a group of leading sales peers from across the industry for a conversation about the lessons learned since the popularization of digital books, best practices, digital book supply chain management, and more.
Link to video recording: https://bnctechforum.ca/sessions/selling-digital-books-in-2024-insights-from-industry-leaders/
Presented by BookNet Canada on May 28, 2024, with support from the Department of Canadian Heritage.
Search and Society: Reimagining Information Access for Radical FuturesBhaskar Mitra
The field of Information retrieval (IR) is currently undergoing a transformative shift, at least partly due to the emerging applications of generative AI to information access. In this talk, we will deliberate on the sociotechnical implications of generative AI for information access. We will argue that there is both a critical necessity and an exciting opportunity for the IR community to re-center our research agendas on societal needs while dismantling the artificial separation between the work on fairness, accountability, transparency, and ethics in IR and the rest of IR research. Instead of adopting a reactionary strategy of trying to mitigate potential social harms from emerging technologies, the community should aim to proactively set the research agenda for the kinds of systems we should build inspired by diverse explicitly stated sociotechnical imaginaries. The sociotechnical imaginaries that underpin the design and development of information access technologies needs to be explicitly articulated, and we need to develop theories of change in context of these diverse perspectives. Our guiding future imaginaries must be informed by other academic fields, such as democratic theory and critical theory, and should be co-developed with social science scholars, legal scholars, civil rights and social justice activists, and artists, among others.
PHP Frameworks: I want to break free (IPC Berlin 2024)Ralf Eggert
In this presentation, we examine the challenges and limitations of relying too heavily on PHP frameworks in web development. We discuss the history of PHP and its frameworks to understand how this dependence has evolved. The focus will be on providing concrete tips and strategies to reduce reliance on these frameworks, based on real-world examples and practical considerations. The goal is to equip developers with the skills and knowledge to create more flexible and future-proof web applications. We'll explore the importance of maintaining autonomy in a rapidly changing tech landscape and how to make informed decisions in PHP development.
This talk is aimed at encouraging a more independent approach to using PHP frameworks, moving towards a more flexible and future-proof approach to PHP development.
JMeter webinar - integration with InfluxDB and GrafanaRTTS
Watch this recorded webinar about real-time monitoring of application performance. See how to integrate Apache JMeter, the open-source leader in performance testing, with InfluxDB, the open-source time-series database, and Grafana, the open-source analytics and visualization application.
In this webinar, we will review the benefits of leveraging InfluxDB and Grafana when executing load tests and demonstrate how these tools are used to visualize performance metrics.
Length: 30 minutes
Session Overview
-------------------------------------------
During this webinar, we will cover the following topics while demonstrating the integrations of JMeter, InfluxDB and Grafana:
- What out-of-the-box solutions are available for real-time monitoring JMeter tests?
- What are the benefits of integrating InfluxDB and Grafana into the load testing stack?
- Which features are provided by Grafana?
- Demonstration of InfluxDB and Grafana using a practice web application
To view the webinar recording, go to:
https://www.rttsweb.com/jmeter-integration-webinar
Smart TV Buyer Insights Survey 2024 by 91mobiles.pdf91mobiles
91mobiles recently conducted a Smart TV Buyer Insights Survey in which we asked over 3,000 respondents about the TV they own, aspects they look at on a new TV, and their TV buying preferences.
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.
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/
3. • Pathfinder is a ~$500M, enterprise
technology-focused, stage-agnostic
(Series A to pre-IPO) fund.
• We invest in the tools, teams, and
technologies that will be relevant to the
enterprise tech sector in 3, 5, 7 years.
• I lead investment activities across a
number of deep-, frontier-, and hard-tech
categories, including AI, ML, and silicon.
• ~121 investments across 41 portfolio
companies.
Introduction: Who Am I?
3
5. • Founders raised 29% less capital in 2022 vs. 2021 ($246B vs. $346B).
• VCs closed 33% fewer funds in 2022 vs. 2021 (892 vs. 1336).
• Startups realized 91% less exit value in 2022 vs. 2021 ($73B vs. $786B).
2022 was a tumultuous year…
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Q1 Q2 Q3 Q4 Q1 Q2 Q3 Q4 Q1 Q2 Q3 Q4 Q1 Q2 Q3 Q4 Q1 Q2 Q3 Q4 Q1 Q2 Q3 Q4 Q1 Q2 Q3 Q4 Q1 Q2 Q3 Q4 Q1 Q2 Q3 Q4 Q1 Q2 Q3 Q4 Q1
2013 2014 2015 2016 2017 2018 2019 2020 2021 2022 2023*
Deal value ($B) Deal count
US VC Deal Activity, Quarterly, Last 10 Years
6. • Founders raised only 10% of the capital they raised in 2021 ($37B vs. $346B).
• VCs closed only 7% of the funds they closed in 2021 (99 vs. 1336).
• Startups realized less than 1% of the exit value they realized in 2021 ($5.8B vs. $786B).
…and Q1 2023 has been even worse.
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Q1 Q2 Q3 Q4 Q1 Q2 Q3 Q4 Q1 Q2 Q3 Q4 Q1 Q2 Q3 Q4 Q1 Q2 Q3 Q4 Q1 Q2 Q3 Q4 Q1 Q2 Q3 Q4 Q1 Q2 Q3 Q4 Q1 Q2 Q3 Q4 Q1 Q2 Q3 Q4 Q1
2013 2014 2015 2016 2017 2018 2019 2020 2021 2022 2023*
Deal value ($B) Deal count
US VC Deal Activity, Quarterly, Last 10 Years
7. • SVB’s collapse was a major, unexpected event. They were a key partner to founders and
firms with specialized accounts, credit lines, favorable terms on venture debt.
• More than 50% of all startups and VC firms banked with SVB.
…and Q1 2023 has been even worse.
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2013 2014 2015 2016 2017 2018 2019 2020 2021 2022 2023*
Deal value: AI & ML SW & HW ($B) Deal value: All Other ($B) Deal count
• AI & ML startups as a group have fared better than many of their peers in other sectors.
• Software out-raised hardware and silicon ($61B vs. $17B), thanks to the LLMs.
• Regardless, overall metrics are still lower, in line with the rest of the startup ecosystem.
AI & ML has also been affected.
8
$78.0
$168.2
2022 VC Deal Value ($B)
AI & ML Software & Hardware
All Other
9. • The entire VC ecosystem threw a hell of a party from 2017/18 to 2021.
• Funding was almost universally accessible across all stages, especially in 2021.
• The music started to slow in H1 2022, and had stopped altogether by H2 2022.
• For many, 2023 will be spent nursing the hangover and getting back to fundamentals.
• But for some (including many in the AI & ML spaces), there’s still the after party…
Main takeaways
9
11. • AI & ML startups are still faring better than their other startup peers.
• Software AI & ML startups are least impacted, especially anything Generative AI. Hardware
and silicon AI & ML startups are having a tougher time.
• We’ve started to see a stratification of startups into 3 groups:
• Winners: Fundamentally strong startups with solid metrics. Will have access to capital,
but not at the heady multiples of yesteryear. Reasonable up rounds likely.
• Survivors: Structurally weaker startups that acted swiftly to conserve cash, extend
runway, and focus on fixing the core of their business. Flat or down rounds likely.
• Failures: Startups who were slow to act, or who had fundamental flaws in their business
models. Stronger peers will outcompete for customers and investors. Failure likely.
What to expect moving into 2023.
11
12. • The VCs are facing similar woes: impaired investments, lower returns, lower IRRs.
• Just like startups, VC funds have started to stratify:
• Some firms have scaled back capital deployments or paused investment activity
altogether. Minimal appetite for new deals; focus is on helping current portfolio.
• Some firms are still deploying capital, but much more judiciously. Strong emphasis on
“right deal, right terms.” They’re immune to FOMO and are willing to walk.
• A lot of VC chatter lately about returning to good venture investing principles: investing in
solid teams; setting realistic expectations; greater accountability; reasonable terms.
What to expect moving into 2023.
12
13. • Founders seeking term sheets from leading VCs should expect:
• To pitch 2x-3x more VCs than in prior years. Early: 150-100; Mid: 50-75; Late: 30.
• Far greater scrutiny during due diligence. There will be many questions. Have patience.
• Lower valuation multiples. 35x-50x is now closer to 15x-25x in many spaces.
What to expect moving into 2023.
13
14. • Founders seeking term sheets from leading VCs should also expect to encounter more term
sheets with stronger downside protection for investors:
• Higher liquidation preferences. Ex: How much the Preferred get paid from an exit
event before the Common. The norm of 1x still exists, but 2x-10x(!) terms are out there.
• Preference stack stratification. Ex: A new Series C lead may no longer accept being
pari passu – or “treated equally” – to earlier Series A and B investors. May insist they get
paid first before the A or B Preferred. A risk to other Preferred, not Founders or Common.
• Participation rights. Ex: The Preferred take their cut of any returns, then if there’s
anything left for the Common, they get a cut of that too. Double dipping during an exit.
What to expect moving into 2023.
14
15. • Founders seeking term sheets from leading VCs should also expect to encounter more term
sheets with stronger downside protection for investors:
• Full-ratchet anti-dilution clauses. Ex: The Preferred are protected from the dilutive
effects of a down round by redefining (i.e., increasing) the number of Common Shares
their Preferred Shares will convert into. A risk for Founders and other Common.
• Changes to board composition. Expect to yield existing seats or create new seats.
• Milestone-based warrants. Ex: A Founder assures an investor that ARR will grow from
$5M to $15M over the next 18 months. An investor may ask for warrants that will give
him a right to buy additional shares at a steep discount (often a penny) if that $15M-ARR-
in-18-months milestone is not met. Ensures Founders deliver on promises.
What to expect moving into 2023.
15
16. • Startup employees should:
• Expect greater uncertainty than in prior years. RIFs (Reduction in Force) spiked in Q4
2022 and are expected to continue in 2023.
• Talk to Founders about your startup’s health. Ask about growth, ask about runway.
• Look for signals to confirm. Are customer counts increasing? Has your startup paused
hiring? Has it been more than 18-24 months since the last raise?
• Have a backup plan. Go to conferences and networking events. Talk to colleagues at
other startups. Polish your resume. Shore up your personal emergency fund.
• Remain rational if things go sideways. Run the numbers for your personal situation.
Make sure you understand the math and the risks. Think clearly and stay level-headed.
What to expect moving into 2023.
16