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    Curated ML indexes and signals

    4MachineLearning is a focused search engine and resource hub for Machine Learning. We combine multiple specialized indexes, relevance signals, and AI-assist features to help researchers, engineers, students, and decision makers find ML content more efficiently. Use the search to locate papers, datasets, code, preprints, tutorials, tools, and vendor offerings tailored to ML workflows. Part of the 4SEARCH network of topic specific search engines.

    1.
    Chemistry World
    chemistryworld.com > news > chemistry-and-ai-pushes-biosignature-detection-for-life-back-billions-of-years > 4022596.article

    Chemistry and AI pushes biosignature detection for life back billions of years

    7+ hour, 1+ min ago (233+ words) Combining analytical chemistry with machine learning doubled the age of ancient rocks that can be examined for signs of primordial life ... Chemistry and AI pushes biosignature detection for life back billions of years - Share this on Facebook Share this on X (Twitter) Share this on LinkedIn Share this on Bluesky Share this on Reddit Share this on WhatsApp Share this by email More share options Ancient microfossils and isotopic signatures of carbon point to the earliest life on Earth forming around 3.45 billion years ago. Conversely, there is scant biochemical evidence of life preserved in ancient rock that has survived billions of years of geological processes. The earliest unambiguous records of complex biomolecules such as lipids and porphyrins " involved in compartmentalising early chemistry and metabolic pathways, respectively " stem from around 1.7 billion years ago, leaving a huge gap in the biochemical record…...

    2.
    The Hub
    hub.jhu.edu > 12/01/2025 > making-ai-more-brain-like

    Small changes make some AI systems more brain-like than others

    11+ hour, 13+ min ago (322+ words) Credit: Macrovector / Getty Images Artificial intelligence systems that are designed with a biologically inspired architecture can simulate human brain activity before ever being trained on any data, according to new research from Johns Hopkins University. The findings, published in Nature Machine Intelligence, challenge conventional approaches to building AI by prioritizing architectural design over the type of deep learning and training that takes months, costs billions of dollars and requires thousands of megawatts of energy. Bonner and a team of scientists focused on three classes of network designs that AI developers commonly use as blueprints for building their AI systems: transformers, fully connected networks, and convolutional networks. The scientists repeatedly modified the three blueprints, or the AI architectures, to build dozens of unique artificial neural networks. Then, they exposed these new and untrained AI networks to images of objects, people, and…...

    3.
    The Denver Post
    denverpost.com > 12/01/2025 > ai-artificial-intelligence-csu-graduate-program

    Prospective employees, companies negotiate fast-changing new world of AI

    13+ hour, 12+ min ago (874+ words) Reports of recent job cuts, especially by tech companies, have spurred speculation about the impact of AI on the workplace: Will the advanced computing technology increasingly replace people on the job? That was on Kaitlyn McCormick's mind as she pursued a bachelor's degree in the information technology field. She is now working toward a master's in artificial intelligence and machine learning through'CSU Global, an online, fully accredited university that's part of the Colorado State University system. "If you're thinking four years or two years of education is going to take you to right where you need to be and you'll be fine for the next 50 years, that's not reality," McCormick said. "If you don't try to become more relevant, you're going to be left behind. That's the cold, dark truth." McCormick, who lives in Littleton, has worked in IT for…...

    4.
    Forbes
    forbes.com > sites > mikehirschberg > 11/30/2025 > artificial-intelligence-engenders-human-stupidity

    Artificial Intelligence Engenders Human Stupidity

    14+ hour, 20+ min ago (472+ words) At a recent high-level aviation summit, key leaders spoke about the benefits and pitfalls of using artificial intelligence (AI) for aviation, as well as in everyday use. Honeywell Aerospace hosted its 2025 American Aviation Leadership Summit in Washington, DC, on Nov. 19, featuring a full day of speakers from the US legislative and executive branches, as well as leaders in the aviation industry. AI is a powerful tool that is transforming daily life and has tremendous benefits for society. But AI tools must be used with a clear understanding of potential pitfalls. The FAA has now been using AI to look throughout the NAS and find airports where there are similar hotspots of potentially unsafe flight operations. "We do have issues that we have to resolve," Duffy said, "and we've been able to identify those and try to take action early." When…...

    5.
    Cowboy State Daily
    cowboystatedaily.com > 11/29/2025 > bozemans-christmas-poster-sparks-fierce-ai-art-backlash

    Winning Christmas Poster Pulled Over Artificial Intelligence Accusations In Bozeman

    1+ day, 23+ hour ago (1476+ words) A Christmas art poster contest in Bozeman exploded into controversy after the winning design was accused of being generated by artificial intelligence. The Downtown Bozeman Partnership pulled the winning design entirely citing safety concerns. BOZEMAN, Mont. " What began as a small-town art contest to create a poster for a beloved holiday tradition has snowballed into an avalanche of controversy and media attention for the contest's winner." The 45th Annual Christmas Stroll poster competition in Bozeman offered a modest $200 prize. It ended with accusations, investigations, online harassment, and a decision by the Downtown Bozeman Partnership to pull the winning design entirely citing safety concerns. The winner, artist Ghassane Moutaoukil, has steadfastly denied using AI to generate his illustration of revelers beneath Christmas lights on a wintry Bozeman street. At the same time, local artists claim they could replicate his style using ChatGPT....

    6.
    Sent-trib
    sent-trib.com-trib.com

    Perrysburg chamber topic is artificial intelligence in the workplace

    2+ day, 23+ hour ago (685+ words) PERRYSBURG " In its strictest sense, artificial intelligence is defined as the capability of computer systems or algorithms to imitate intelligent human behavior, according to the Merriam Webster Dictionary. And intelligent behavior is described as tasks that, when performed by humans, demonstrate cognitive abilities. Those may include playing games, understanding language, diagnosing conditions and locating resources. Shanda Gore addressed the topic at the Nov. 19 meeting of the Perrysburg Area Chamber of Commerce. A Bowling Green State University graduate, she is the founder and president of Mays and Associates, Ltd., a leadership development, strategic planning and culture building consulting firm. She also hosts the podcast PinLeader and has led discussion topics at conferences and workshops. "If you have not used AI or you think you've been using it or just playing around with it, AI is one of the hottest topics in…...

    7.
    Yahoo Finance
    finance.yahoo.com > news > united-states-graphics-processing-unit-111300593.html

    United States Graphics Processing Unit (GPU) Research Report 2025: A $136.07 Billion Market by 2033 from $19 Billion in 2024, Driven by Gaming Industry Expansion, and AI and Machine Learning

    3+ day, 59+ min ago (260+ words) The growing demand for gaming, artificial intelligence, and data-intensive applications, as well as the expansion of cloud computing, machine learning, cryptocurrency mining, high-performance computing, and improvements in 3D visualization, as well as consumer preferences for immersive digital and multimedia experiences, are driving the growth of the GPU market in the United States. Gaming Industry ExpansionThe demand for GPUs in the US is largely driven by the gaming industry, as users look for more immersive, high-definition, and real-time interactive experiences. For cutting-edge visuals, fluid frame rates, and compatibility for virtual reality (VR) and augmented reality (AR), modern video games need strong GPUs. High CostsThe high price of cutting-edge graphics cards is one of the main obstacles facing the US GPU business. Designed for gaming, artificial intelligence, and high-performance computing, premium GPUs are frequently too expensive for small enterprises and typical customers. Price…...

    8.
    @LC_GC
    chromatographyonline.com > view > decoding-extraterrestrial-organics-gc-gc-hr-tof-ms-and-machine-learning-differentiate-abiotic-and-biotic-signatures

    Decoding Extraterrestrial Organics: GC×GC-HR-TOF-MS and Machine Learning Differentiate Abiotic and Biotic Signatures | LCGC International

    3+ day, 10+ hour ago (149+ words) Georgia Tech and NASA used advanced chromatography and a new computational tool to compare organic compounds in meteorite and terrestrial rock samples. "Determining whether organic molecules in planetary samples originate from biological or nonbiological processes," the authors wrote in their article, "is central to the search for life beyond Earth. Yet, distinguishing these origins is challenging due to overlapping chemical signatures and limited access to pristine extraterrestrial materials." (1) "In contrast to traditional biomarker-based approaches," the authors wrote, "LifeTracer analyzes untargeted chemical signatures to infer molecular origin with high accuracy. It enables scalable, unbiased biosignature detection and offers a powerful tool for interpreting complex organic mixtures returned by current and future planetary missions" (1). Read More on Similar Topics: Laser Thermal Desorption and GC'GC for Harsh Environment and Planetary Mass Spectrometry Read More on Similar Topics published by our sister publication, Spectroscopy:…...

    9.
    InfoWorld
    infoworld.com > article > 4097962 > aws-launches-flexible-training-plans-for-inference-endpoints-in-sagemaker-ai.html

    AWS launches Flexible Training Plans for inference endpoints in SageMaker AI

    3+ day, 12+ hour ago (319+ words) AWS has launched Flexible Training Plans (FTPs) for inference endpoints in Amazon SageMaker AI, its AI and machine learning service, to offer customers guaranteed GPU capacity for planned evaluations and production peaks. Typically, enterprises use SageMaker AI inference endpoints, which are managed systems, to deploy trained machine learning models in the cloud and run predictions at scale on new data. For instance, a global retail enterprise can use SageMaker inference endpoints to power its personalized-recommendation engine: As millions of customers browse products across different regions, the endpoints automatically scale compute and storage to handle traffic spikes without the company needing to manage servers or capacity planning. According to AWS, FTPs for inferencing workloads aim to address this by enabling enterprises to reserve instance types and required GPUs, since automatic scaling up doesn't guarantee instant GPU availability due to high demand…...

    10.
    Executive Gov
    executivegov.com > articles > house-ai-strategy-bill-jen-kiggans

    House Bill Seeks to Create Unified Federal AI Strategy

    4+ day, 9+ hour ago (301+ words) A new House bill is seeking to establish a unified federal strategy for artificial intelligence and modernize the government's research and regulatory approach to the technology." The office of Rep. Jen Kiggans, R-Va., who introduced the AI for America Act, said Tuesday that the bill is intended to strengthen U.S. leadership amid accelerating global competition in AI, particularly with China. "Artificial intelligence will define the next century of economic growth, national security, and global competitiveness," Kiggans said. The introduction of the AI for America Act reflects the U.S. government's push to bring greater coherence, coordination and accountability to federal AI efforts. At the 2026 Artificial Intelligence Summit on March 19, practitioners from across government and industry will share how they're aligning AI innovation with mission needs. Reserve your seat now to join this relevant AI-centered event. The proposed legislation directs the Office of Science…...