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9  Followers

We’ve discovered neurons in CLIP that respond to the same concept whether presented literally, symbolically, or conceptually. This may explain CLIP’s accuracy in classifying surprising visual renditions of concepts, and is also an important step toward understanding the associations and biases that CLIP and similar models learn. Fifteen years ago, Quiroga et al.1 discovered that the human brain possesses multimodal neurons. These neurons respond to clusters of abstract concepts centered around a common high-level theme, rather than any specific visual feature. The most famous of these was the “Halle Berry” neuron, a neuron featured in both Scientific American⁠(opens in a new window) and The New York Times⁠(opens in a new window), that responds to photographs, sketches, and the text “Halle Berry” (but not other names). Two months ago, OpenAI announced CLIP⁠, a general-purpose vision system that matches the performance of a ResNet-50,2 but outperforms existing vision systems on some of the most challenging datasets. Each of these challenge datasets, ObjectNet, ImageNet Rendition, and ImageNet Sketch, stress tests the model’s robustness to not recognizing not just simple distortions or changes in lighting or pose, but also to complete abstraction and reconstruction—sketches, cartoons, and even statues of the objects. Now, we’re releasing our discovery of the presence of multimodal neurons in CLIP. One such neuron, for example, is a “Spider-Man” neuron (bearing a remarkable resemblance to the “Halle Berry” neuron) that responds to an image of a spider, an image of the text “spider,” and the comic book character “Spider-Man” either in costume or illustrated. Our discovery of multimodal neurons in CLIP gives us a clue as to what may be a common mechanism of both synthetic and natural vision systems—abstraction. We discover that the highest layers of CLIP organize images as a loose semantic collection of ideas, providing a simple explanation for both the model’s versatility and the representation’s compactness.

THE LAST ASSET STANDING

2  Followers

Get the full podcast: https://thelastassetstanding.podbean.com/ The Last Asset Standing – Peter J. Merrick & Adrian Spitters use their decades of expertise in cross-border finance, taxation, and risk, to pull back the curtain on the forces reshaping global wealth and your future security. Building on their bestselling book It Starts With Gold, they reveal the hidden drivers of markets, the threats facing the middle class, and the strategies to protect what you’ve built. From gold and hard assets to geopolitics and global finance, The Last Asset Standing delivers sharp insights, real-world strategies, and unfiltered truth. Whether you’re an investor, entrepreneur, or someone who refuses to be caught unprepared, we show you how to Be Smart. Be Free. And Be The Last Asset Standing. Topics We Cover: Gold, silver, precious metals, and the risk behind digital currencies. Follow us for breaking analysis and actionable strategies.

Digital Asset Services

1  Follower

Welcome to Bonzentech Digital Asset Services! Our channel is dedicated to providing expert insights and analysis on the latest trends and developments in the world of digital assets. From cryptocurrency to blockchain technology, we cover it all. We also offer educational content for those looking to learn more about how to invest in and manage their digital assets. Our team of experts is here to help you navigate the ever-evolving world of digital assets and make informed decisions about your investments. It is important to seek out diverse sources of information and advice, review potential investments thoroughly, and understand the risks and terms before making financial decisions. Individuals should take responsibility for their own financial decisions and ensure they are comfortable with the risks. This site does not provide guaranteed correct information or investment advice. Subscribe to stay up-to-date on the latest news and trends in the digital asset space. https://www.bonzentech.com/ https://astrogata.shop/

More Profit Less Stress Podcast: Discover How to get More Profit with Less Stress from your Business and turn it into a Valuable Asset

1  Follower

What if everything you believed about building a valuable business was wrong? Dennis and Greg, with 55+ year’s experience helping business owners get more profit and less stress, reveal how currently most people are building a business that will fail. We've watched business owners break down in tears when they learn their life's work—built through decades of 60-hour weeks and missed family dinners—has a goodwill value that would devastate you (in a bad way). But here's what makes this podcast different: We don't just expose the problem. We show you exactly how to fix it. On the More Profit Less Stress Podcast, you'll discover: • The brutal math behind business valuations that most owners never see coming. • Why your hardest work might actually be destroying your business value. • The hidden formula that reveals your company's true worth (hint: revenue means nothing). • How to build systems that create 4-5x multipliers while reclaiming your freedom. • Real case studies of businesses that transformed from $0 to Millions in goodwill value. Whether you're planning to sell someday or just want to know what you're actually building, this podcast could be the wake-up call that saves you years of wasted effort. We're Dennis Taekema and Greg Forzani, co-founders of the More Profit Less Stress program, and we're done watching hardworking business owners get blindsided by low valuations. It's time to build a business that works without you—and sells for what it's actually worth. New episodes every week. Subscribe now and stop building a job disguised as a business.

ALL-IN-ONE Fleet Management, ELD & Asset Tracking Solution

1  Follower

Ezlogz is a fleet management company that specializes in electronic logging devices (ELD). Easy-to-use ELD app includes an electronic logbook (elog), truck GPS navigation, Hours of Service (HOS) violation alerts, trip planner, chat, etc. It is considered to be the first provider of blockchain-based electronic logging devices in the US. Our mission is to make the truckers' life on the road comfortable and easy. Subscribe to our channel to keep truck drivers & fleet managers informed about: * latest news from freight industry; * FMCSA, Hours of Service (HOS) rules; * ELD devices with unique and useful features; * dashcam for trucks with the latest AI technologies; * training how to use the Ezlogz ELD app & dashboard; * new features of our products (external API for third-party integrations, etc.); * our new products like load board to book better loads & earn more with Ezloadz. Subscribe to our channel and reach your business goals with Ezlogz!

Best ways of protection FOR-YOUR-CRYPTO assets!

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Even before you buy your first crypto is good to know how this works and what you need to start your investing the safe way. Here you will find all info you need before or after you buy your first crypto. The basic questions about where to start and how to protect our selves from frauds and hackers. Where to buy my Crypto, Why use VPN - Virtual Private Network, What is Hard Wallets, Seed Phrase Storage. Get updated with the Market News