Author: Advanced AI Editor

Between 2013 and 2024, global private sector investment in artificial intelligence (AI) has surged, with a few countries leading the charge. Recent data reveals that 12 nations accounted for the bulk of global AI funding during this period, underscoring a growing international race for technological leadership. The United States leads by a wide margin, raising $471 billion—more than the rest of the world combined. China follows with $119 billion, while the United Kingdom, Canada, and Israel round out the top five with $28 billion and $15 billion each, respectively. Read also: Top countries leading in artificial intelligence patents This concentrated…

#grafting #adam #sgd The last years in deep learning research have given rise to a plethora of different optimization algorithms, such as SGD, AdaGrad, Adam, LARS, LAMB, etc. which all claim to have their special peculiarities and advantages. In general, all algorithms modify two major things: The (implicit) learning rate schedule, and a correction to the gradient direction. This paper introduces grafting, which allows to transfer the induced learning rate schedule of one optimizer to another one. In that, the paper shows that much of the benefits of adaptive methods (e.g. Adam) are actually due to this schedule, and not…

❤️ Check out Anyscale and try it for free here: 📝 The paper “#GPT-4 Technical Report” is available here: More here: App development: The most beautiful sentence: Doggy: Safe code: Finds security holes: App design: 📝 Paper with caustics: My latest paper on simulations that look almost like reality is available for free here: Or this is the orig. Nature Physics link with clickable citations: 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo…

Bobby Lee is a comedian and co-host of TigerBelly and Bad Friends podcasts. Please support this podcast by checking out our sponsors: – Brave: – GiveWell: and use code LEX – Linode: to get $100 free credit – Onnit: to get up to 10% off – Indeed: to get $75 credit EPISODE LINKS: Bobby’s Twitter: Bobby’s Instagram: TigerBelly Podcast: TigerBelly Merch: Bad Friends Podcast: Bad Friends Merch: PODCAST INFO: Podcast website: Apple Podcasts: Spotify: RSS: Full episodes playlist: Clips playlist: OUTLINE: 0:00 – Introduction 0:59 – Wedding 6:58 – Video games 12:36 – Grappling 17:41 – Sex robots 20:40 -…

Thore Graepel, Research Scientist shares an introduction to machine learning based AI as part of the Advanced Deep Learning & Reinforcement Learning Lectures. source

See how the close partnership of our Research and Product teams leads to better performance and experiences-and sometimes-pretty unexpected results. Speakers: Barret Zoph Head of Post-Training at @OpenAI Joanne Jang Product at @OpenAI source

Subdivisions.com Subdivisions.com Sets New Standards in AI-Driven Real Estate Miami, FL, April 22, 2025 (GLOBE NEWSWIRE) — Subdivisions.com, a leader in AI-enhanced real estate intelligence, has announced a significant expansion of its mission. Following its successful launch as South Florida’s premier subdivision search platform, the company is now evolving into the essential intelligence layer that will power its AI real estate copilot, redefining how homebuyers and investors discover properties. Since its debut in late 2023, Subdivisions.com has curated and structured thousands of South Florida’s residential subdivisions. This effort delivers hyperlocal insights into pricing trends, inventory dynamics, community lifestyles, and comparable…

Researchers from the Center for AI Safety (CAIS), MIT’s Media Lab, the Brazilian university UFABC, and the pandemic prevention non-profit SecureBio have found that leading artificial intelligence models can outperform experienced, PhD-level virologists in troubleshooting complex laboratory procedures. The findings, detailed in a new study introducing the Virology Capabilities Test (VCT), demonstrate AI’s proficiency in specialized scientific tasks but also highlight serious dual-use concerns, suggesting these tools could lower the barrier for creating dangerous biological agents. The VCT benchmark, consisting of 322 questions and detailed further in its research paper, was designed specifically to measure an AI’s ability to assist…

Sifting through countless of stocks in the Software industry can be tedious, and sometimes two stocks are just too similar to judge which is the better investment. If you’re on the fence about investing in Bitdeer Technologies Group, C3.ai or Inc. because you’re not sure how they measure up, it’s important to compare them on a few factors before making your decision.Read on to learn how Bitdeer Technologies Group, C3.ai and Inc. compare based on key financial metrics to determine which better meets your investment needs. About Bitdeer Technologies Group, C3.ai and Inc. Bitdeer Technologies Group operates as…

Dimensionality reduction techniques are fundamental for analyzing and visualizing high-dimensional data. With established methods like t-SNE and PCA presenting a trade-off between representational power and interpretability. This paper introduces a novel approach that bridges this gap by combining the interpretability of linear methods with the expressiveness of non-linear transformations. The proposed algorithm constructs a non-linear mapping between high-dimensional and low-dimensional spaces through a combination of linear transformations, each weighted by Gaussian functions. This architecture enables complex non-linear transformations while preserving the interpretability advantages of linear methods, as each transformation can be analyzed independently. The resulting model provides both powerful dimensionality…