Is size matters
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The document discusses predictions for the future of iPad technology. It begins by outlining specs for the original iPad and iPad 2, noting screen and processor improvements between the two models. It then speculates that a future iPad may have a larger retina display screen, 128GB of memory, and an improved A6 processor. The document predicts that as technology becomes more condensed, physical screen size will no longer be a limiting factor. It suggests that someday, holograms could replace physical screens entirely. Businesses are seen as potential early adopters of highly portable holographic computing technologies like projected laptop screens.
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The presentation culminates in a live demonstration. We'll showcase the manipulation of Galileo's Open Service pilot signal, simulating an attack on various software and hardware systems. This practical demonstration serves to highlight the potential consequences of unaddressed vulnerabilities, emphasizing the importance of offensive security practices in safeguarding critical infrastructure.
Your One-Stop Shop for Python Success: Top 10 US Python Development Providers
Simplify your search for a reliable Python development partner! This list presents the top 10 trusted US providers offering comprehensive Python development services, ensuring your project's success from conception to completion.
Monitoring and Managing Anomaly Detection on OpenShift.pdf
Monitoring and Managing Anomaly Detection on OpenShift
Overview
Dive into the world of anomaly detection on edge devices with our comprehensive hands-on tutorial. This SlideShare presentation will guide you through the entire process, from data collection and model training to edge deployment and real-time monitoring. Perfect for those looking to implement robust anomaly detection systems on resource-constrained IoT/edge devices.
Key Topics Covered
1. Introduction to Anomaly Detection
- Understand the fundamentals of anomaly detection and its importance in identifying unusual behavior or failures in systems.
2. Understanding Edge (IoT)
- Learn about edge computing and IoT, and how they enable real-time data processing and decision-making at the source.
3. What is ArgoCD?
- Discover ArgoCD, a declarative, GitOps continuous delivery tool for Kubernetes, and its role in deploying applications on edge devices.
4. Deployment Using ArgoCD for Edge Devices
- Step-by-step guide on deploying anomaly detection models on edge devices using ArgoCD.
5. Introduction to Apache Kafka and S3
- Explore Apache Kafka for real-time data streaming and Amazon S3 for scalable storage solutions.
6. Viewing Kafka Messages in the Data Lake
- Learn how to view and analyze Kafka messages stored in a data lake for better insights.
7. What is Prometheus?
- Get to know Prometheus, an open-source monitoring and alerting toolkit, and its application in monitoring edge devices.
8. Monitoring Application Metrics with Prometheus
- Detailed instructions on setting up Prometheus to monitor the performance and health of your anomaly detection system.
9. What is Camel K?
- Introduction to Camel K, a lightweight integration framework built on Apache Camel, designed for Kubernetes.
10. Configuring Camel K Integrations for Data Pipelines
- Learn how to configure Camel K for seamless data pipeline integrations in your anomaly detection workflow.
11. What is a Jupyter Notebook?
- Overview of Jupyter Notebooks, an open-source web application for creating and sharing documents with live code, equations, visualizations, and narrative text.
12. Jupyter Notebooks with Code Examples
- Hands-on examples and code snippets in Jupyter Notebooks to help you implement and test anomaly detection models.
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Mutation Testing for Task-Oriented Chatbots
Conversational agents, or chatbots, are increasingly used to access all sorts of services using natural language. While open-domain chatbots - like ChatGPT - can converse on any topic, task-oriented chatbots - the focus of this paper - are designed for specific tasks, like booking a flight, obtaining customer support, or setting an appointment. Like any other software, task-oriented chatbots need to be properly tested, usually by defining and executing test scenarios (i.e., sequences of user-chatbot interactions). However, there is currently a lack of methods to quantify the completeness and strength of such test scenarios, which can lead to low-quality tests, and hence to buggy chatbots.
To fill this gap, we propose adapting mutation testing (MuT) for task-oriented chatbots. To this end, we introduce a set of mutation operators that emulate faults in chatbot designs, an architecture that enables MuT on chatbots built using heterogeneous technologies, and a practical realisation as an Eclipse plugin. Moreover, we evaluate the applicability, effectiveness and efficiency of our approach on open-source chatbots, with promising results.
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It is with great pleasure that we extend to you an invitation to the 5th Power Grid Model Meet-up, scheduled for 6th June 2024. This event will adopt a hybrid format, allowing participants to join us either through an online Mircosoft Teams session or in person at TU/e located at Den Dolech 2, Eindhoven, Netherlands. The meet-up will be hosted by Eindhoven University of Technology (TU/e), a research university specializing in engineering science & technology.
Power Grid Model
The global energy transition is placing new and unprecedented demands on Distribution System Operators (DSOs). Alongside upgrades to grid capacity, processes such as digitization, capacity optimization, and congestion management are becoming vital for delivering reliable services.
Power Grid Model is an open source project from Linux Foundation Energy and provides a calculation engine that is increasingly essential for DSOs. It offers a standards-based foundation enabling real-time power systems analysis, simulations of electrical power grids, and sophisticated what-if analysis. In addition, it enables in-depth studies and analysis of the electrical power grid’s behavior and performance. This comprehensive model incorporates essential factors such as power generation capacity, electrical losses, voltage levels, power flows, and system stability.
Power Grid Model is currently being applied in a wide variety of use cases, including grid planning, expansion, reliability, and congestion studies. It can also help in analyzing the impact of renewable energy integration, assessing the effects of disturbances or faults, and developing strategies for grid control and optimization.
What to expect
For the upcoming meetup we are organizing, we have an exciting lineup of activities planned:
-Insightful presentations covering two practical applications of the Power Grid Model.
-An update on the latest advancements in Power Grid -Model technology during the first and second quarters of 2024.
-An interactive brainstorming session to discuss and propose new feature requests.
-An opportunity to connect with fellow Power Grid Model enthusiasts and users.
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Bram Verhoef, Head of Machine Learning at Axelera AI, presents the “How Axelera AI Uses Digital Compute-in-memory to Deliver Fast and Energy-efficient Computer Vision” tutorial at the May 2024 Embedded Vision Summit.
As artificial intelligence inference transitions from cloud environments to edge locations, computer vision applications achieve heightened responsiveness, reliability and privacy. This migration, however, introduces the challenge of operating within the stringent confines of resource constraints typical at the edge, including small form factors, low energy budgets and diminished memory and computational capacities. Axelera AI addresses these challenges through an innovative approach of performing digital computations within memory itself. This technique facilitates the realization of high-performance, energy-efficient and cost-effective computer vision capabilities at the thin and thick edge, extending the frontier of what is achievable with current technologies.
In this presentation, Verhoef unveils his company’s pioneering chip technology and demonstrates its capacity to deliver exceptional frames-per-second performance across a range of standard computer vision networks typical of applications in security, surveillance and the industrial sector. This shows that advanced computer vision can be accessible and efficient, even at the very edge of our technological ecosystem.zkStudyClub - LatticeFold: A Lattice-based Folding Scheme and its Application...
Folding is a recent technique for building efficient recursive SNARKs. Several elegant folding protocols have been proposed, such as Nova, Supernova, Hypernova, Protostar, and others. However, all of them rely on an additively homomorphic commitment scheme based on discrete log, and are therefore not post-quantum secure. In this work we present LatticeFold, the first lattice-based folding protocol based on the Module SIS problem. This folding protocol naturally leads to an efficient recursive lattice-based SNARK and an efficient PCD scheme. LatticeFold supports folding low-degree relations, such as R1CS, as well as high-degree relations, such as CCS. The key challenge is to construct a secure folding protocol that works with the Ajtai commitment scheme. The difficulty, is ensuring that extracted witnesses are low norm through many rounds of folding. We present a novel technique using the sumcheck protocol to ensure that extracted witnesses are always low norm no matter how many rounds of folding are used. Our evaluation of the final proof system suggests that it is as performant as Hypernova, while providing post-quantum security.
Paper Link: https://eprint.iacr.org/2024/257
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Have you ever been confused by the myriad of choices offered by AWS for hosting a website or an API?
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“Temporal Event Neural Networks: A More Efficient Alternative to the Transfor...
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For the full video of this presentation, please visit: https://www.edge-ai-vision.com/2024/06/temporal-event-neural-networks-a-more-efficient-alternative-to-the-transformer-a-presentation-from-brainchip/
Chris Jones, Director of Product Management at BrainChip , presents the “Temporal Event Neural Networks: A More Efficient Alternative to the Transformer” tutorial at the May 2024 Embedded Vision Summit.
The expansion of AI services necessitates enhanced computational capabilities on edge devices. Temporal Event Neural Networks (TENNs), developed by BrainChip, represent a novel and highly efficient state-space network. TENNs demonstrate exceptional proficiency in handling multi-dimensional streaming data, facilitating advancements in object detection, action recognition, speech enhancement and language model/sequence generation. Through the utilization of polynomial-based continuous convolutions, TENNs streamline models, expedite training processes and significantly diminish memory requirements, achieving notable reductions of up to 50x in parameters and 5,000x in energy consumption compared to prevailing methodologies like transformers.
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Biomedical Knowledge Graphs for Data Scientists and Bioinformaticians
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Introduction of Cybersecurity with OSS at Code Europe 2024
I develop the Ruby programming language, RubyGems, and Bundler, which are package managers for Ruby. Today, I will introduce how to enhance the security of your application using open-source software (OSS) examples from Ruby and RubyGems.
The first topic is CVE (Common Vulnerabilities and Exposures). I have published CVEs many times. But what exactly is a CVE? I'll provide a basic understanding of CVEs and explain how to detect and handle vulnerabilities in OSS.
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I'll share insights into how the Ruby and RubyGems core team works to keep our ecosystem safe. By the end of this talk, you'll have a better understanding of how to safeguard your code.
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Is size matters
- 1. Danny Murphy, Brittany Milbourne, Heath Johnson, Danny Sloan, Nick Shaw
- 2. Smaller is better Moore’s Law will continue Physical screen size still matters Condensed technology with larger screen
- 3. iPad Specs iPad 2 9.56 x 7.47 x 0.5 inches Dimensions 9.5 x 7.31 x 0.34 inches 1.5-1.6 pounds Weight 1.33-1.35 pounds 16GB/32GB/64GB Storage 16GB/32GB/64GB 256MB RAM 512MB 9.7-inch 1024x768 Screen 9.7-inch 1024x768 1GHz A4 Processor 1GHz dual-core A5
- 4. Speculated to have a larger screen, due to the implementation of the Retina Display, introduced by the iPhone 4S. New A6 processor Possibly 128GB memory?
- 5. Holograms Physical size will not matter Screen size will not be constricted
- 7. Businesses are trend setters Marketed to and used by businesses first Efficiency is important Keyboard and monitor holograms make computing much smaller and portable
- 8. Projection from the back of the laptop computer screen, onto a viewing surface Makes viewing the laptop computer easier for a group. Projection made portable.
Editor's Notes
- In terms of capacity vs. cost, smaller is better. We believe Moore’s Law will continue and capacity will continue to at least double every 18 months compared to cost. Physical screen size is still important to consumers, as they want to be able to clearly view their content. Technology will continue to condense and increase in capacity size, while the physical screens will continue grow.
- In less than a year after the release of the iPad, Apple released an upgraded version, the iPad2. Some of the specs remained the same, such as the screen size and storage. The iPad 2 is not much smaller than the iPad in terms of surface area, but it is almost half as thin, and weighs about a quarter pound less. There is no difference between the storage capabilities, but the iPad 2 has double the ram, and a dual-core processor.
- Although nothing is set in stone, there have been rumors floating around about the iPad 3. The screen is predicted to be larger than it’s predecessors, and will take full advantage of the “Retina Display” introduced by the iPhone 4S, which makes the pixels even smaller. The new A6 processors will give the iPad 3 even more power. Perhaps by the time it is released, they will be able to cram 128GB worth of memory into the compact space.
- With hologram devices, physical screen size will no longer matter. Hologram screens will project to be as big as the user wants it, while the device can continue to decrease in size and materials
- A small device with a hologram monitor and keyboard will make computing very portable and cost effective. Information sharing will be much easier through portable devices like this. All of your technological devices will be utilized through this one small device that you can take anywhere.
- Businesses are the trend setters for technology. For this reason, they will be the first market targeted by marketers, and will be the first to use new devices. In business, efficiency is extremely important, so if a device is efficient for corporate companies, it will be efficient for the general public.
- If a mobile phone can add in this feature, then why leave the laptop behind, thus Asus thought of letting their latest Prototype project on a big screen with its built-in projector. The Laptop provides flexibility with the option of rotating and swivel actions with the built-in projector so that one doesn’t have to sit in one particular position with their laptops.Built-in projector sits neatly on the top of the LCD screen which resembles a huge webcam. The quality of the projector hasn’t been revealed as yet, but since it’s an Asus production we can expect some great quality to be delivered. Since this is still a prototype, we will have to wait for its price and availability details to be released.A laptop with a projector screen on the back is another viable alternative for enhancing viewing capacity. This will make viewing easier for a large group of people with only one small laptop screen. This will also make projection of laptop content portable for consumers.