• Mammoth Bones Used to Build Mysterious 25,000-Year-Old Site in Russia Came From Different Herds
    www.smithsonianmag.com
    The mammoths were not all related to each other, according to the new analysis. Rey-Iglesia et al., Quaternary Environments and Humans, 2025Roughly 25,000 years ago, hunter-gatherers completed an ambitious construction project: They built a circular, 40-foot-wide structure using the bones and tusks of more than 60 woolly mammoths.The mammoth-bone structure, located at a site in Russia some 300 miles south of Moscow called Kostenki 11, has long perplexed archaeologists. Why were our Ice Age ancestors building things out of mammoth bones? What did they use the structure for? And where did they find so many skeletons?Researchers cant fully answer these questions yet. But they are starting to unravel some of the mysteries surrounding the massive mammoth-bone structure at Kostenki 11.Now, scientists say most of the mammoths used to build the site were female, which suggests the Ice Age hunter-gatherers were hunting or scavenging from herds, rather than trapping lone males. In addition, some of the bones were much older than others, which indicates our Paleolithic ancestors might have been sourcing both newly dead and long-dead animals.Researchers report these and other findings in a new paper published in the journal Quaternary Environments and Humans.Kostenki 11 is not alonearchaeologists have discovered roughly 70 mammoth-bone structures throughout Eastern Europe. In 1951, they found Kostenki 11, and excavations during the next few decades revealed two mammoth-bone complexes, each spanning roughly 30 feet in diameter. Ever since, teams have been carefully excavating and studying the area, which is now a museum and archaeological reserve.In 2014, archaeologists unearthed the biggest find at the site yet: the 40-foot-diameter circular structure at Kostenki 11, which was made up of approximately 2,982 bones that belonged to at least 64 individual mammoths. Researchers also discovered pieces of charred wood, as well as burned mammoth bones and the remains of plants similar to potatoes, carrots and parsnips. Nearby, they found three large pits.The mysterious landmark was larger and older than other mammoth-bone structures found in Eastern Europe, which raised questions about how and why it was used. It could have been a shelter or dwelling, though it was probably too big for a practical roof. Another possibility is that hunter-gatherers used the site to butcher and process mammoth meat, which they then stored in nearby permafrost. Alternatively, the site might have had ceremonial or ritualistic significance.The structures primary purpose is still unclear. But researchers were also curious about the bones, so for the new study, they gathered 39 samples to perform DNA and radiocarbon dating analyses.All of the skeletons belonged to woolly mammoths (Mammuthus primigenius), the extinct relatives of modern elephants. The bones sampled for the study represented 30 total individuals, including 17 females and 13 males. This predominance of females, coupled with juvenile mammoth bones found at the site, suggests the hunter-gatherers were targeting herds or collecting the skeletons from bone beds, rather than setting traps, according to the study.Thats because woolly mammoths are believed to have lived in multi-generational, female-led herds, with adult males wandering off on their own. If the hunter-gatherers had been trapping the mammoths, they likely wouldve caught more males, the researchers posit.The DNA analysis also revealed that the mammoths were not all related to each other and likely came from several different herds.Radiocarbon dating of the remains indicated that at least two bonesone from a male mammoth and one from a femalewere several hundred years older than the other bones found at the site. This supports the idea that the builders were scavenging bones from somewhere elselikely a place that contained both older and newer skeletons. Its also possible that humans used the site during two distinct phases of activity separated by hundreds of years.We dont have evidence to say whether the humans directly hunted the mammoths, and we infer they were likely found in natural bone beds and transported to the site, says study co-author Eline D. Lorenzen, a molecular ecologist at the University of Copenhagen, to Phys.orgs Sandee Oster. But perhaps mammoths may have died across many hundreds of years in the bone beds, and thus both old and new were used.Scientists still have many unanswered questions about the mammoth-bone structure. But the new findings add to the growing picture of how Ice Age hunter-gatherers behavedand survivedamid challenging weather conditions and frigid temperatures.As a whole, the site is giving us a real insight into how our human ancestors adapted to climate change, to the harshest parts of the last glacial cycle, and adapted to use the materials that they had around them, as study co-author Alexander Pryor, an archaeologist at the University of Exeter, told Smithsonian magazines Brian Handwerk in 2020. Its really a story of survival in the face of adversity.Get the latest stories in your inbox every weekday.Filed Under: Archaeology, Bones, DNA, Extinction, Fossils, Human Evolution, Mammals, New Research, Russia
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  • Trkiyes Laton Ventures raises $50M to invest in global game and app startups
    venturebeat.com
    Laton Ventures, a gaming and apps focused venture capital firm founded by Grkem Trk, has closed its first fund with $50 million.Read More
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  • ESA warns Trump tariffs will bring "significant harm" to US developers and players
    www.gamesindustry.biz
    ESA warns Trump tariffs will bring "significant harm" to US developers and players"We urge the administration to consult with the private sector in a transparent process"Image credit: GI.biz News by Vikki Blake Contributor Published on Feb. 3, 2025 The Entertainment Software Association (ESA) has warned that any tariffs levied by Donald Trump's administration will cause "significant harm" to the video game industry - and players - in the US.In a statement to Kotaku, the organisation - which represents video game companies like Microsoft, Sony, and Nintendo - initially asked for the Trump administration to "consult" with the industry in a "transparent process to avoid causing significant harm to everyday Americans".The tariffs, set to go into effect tomorrow, will impact exports from Canada, China, and Mexico (although the latter's tariffs have been "paused" and remain under review).Whilst games are digital and likely exempt, the tariffs will, however, impact the availability of hardware and accessories, as well as the components used to make game consoles and PC hardware."Tariffs on video game devices and related products would impact Americans of all ages across the country," the statement said."We urge the administration to consult with the private sector in a transparent process to avoid causing significant harm to everyday Americans and to one of the fastest-growing entertainment sectors in the United States."However, as spotted by Forbes, this statement was modified shortly thereafter to read:"Video games are one of the most popular and beloved forms of entertainment for Americans of all ages. Tariffs on video game devices and related products would negatively impact hundreds of millions of Americans and would harm the industry's significant contributions to the U.S. economy."We look forward to working with the Administration and Congress to find ways to sustain the economic growth supported by our sector."
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  • $1bn revenue not enough to offset Meta's AR/VR Reality Labs' $4.4 billion loss
    www.gamesindustry.biz
    $1bn revenue not enough to offset Meta's AR/VR Reality Labs' $4.4 billion lossBrings overall losses for last 12-month period to $17.7 billionImage credit: Meta News by Vikki Blake Contributor Published on Feb. 3, 2025 Meta has published its earnings report for the three months ending December 31 2024, and despite $1.08 billion in revenue from its Meta Quest hardware, it has recorded a loss of $4.97 billion in its AR/VR Reality Labs division.This is the fourth successive loss reported in this segment, with Reality Labs reporting successive losses of $3.8 billion, $4.5 billion, and, most recently, $4.4 billion in October 2024.It brings overall losses for the last 12-month period from the Reality Labs segment to $17.7 billion, up from $16.1 billion in December 2023.CEO Mark Zuckerberg, however, told investors that the losses stem largely from continued Reality Lab R&D and Meta's Metaverse project, for which Zuckerberg said the next 12 months will be "a pivotal year".Last month, Meta announced it would conduct "performance-based cuts", with 5% of its workforce facing redundancy.
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  • Trump agrees to a one-month pause on Mexico, Canada tariffs
    www.theverge.com
    On Monday morning, Mexican President Claudia Sheinbaum and US President Donald Trump announced the US is pausing tariffs against Mexico for one month, as previously reported by Bloomberg. In the afternoon, a similar deal was announced by Trump and Canadian Prime Minister Justin Trudeau to pause proposed tariffs for 30 days. Trudeau cited Canadas $1.3 billion border plan and said it would make new commitments, including a joint strike force and an intelligence directive aimed at organized crime.Theres no word yet on any kind of delay in implementing a pause for tariffs on China.Mexico will immediately reinforce the northern border with 10,000 members of the National Guard to prevent drug trafficking from Mexico to the United States, particularly fentanyl, Sheinbaum wrote in a post on X. She said the US is committed to working to prevent the trafficking of high-powered weapons to Mexico.Trump said on Truth Social, We further agreed to immediately pause the anticipated tariffs for a one month period during which we will have negotiations headed by Secretary of State Marco Rubio, Secretary of Treasury Scott Bessent, and Secretary of Commerce Howard Lutnick, and high-level Representatives of Mexico. Update, February 3rd: Added details about a deal with Canada.
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  • The best TV deals to upgrade your setup ahead of the Super Bowl
    www.theverge.com
    Missed out on all the terrific TV deals we saw during Black Friday and Cyber Monday? Thats okay, because the weeks leading up to the Super Bowl have historically been one of the better times of the year to snag a discounted set. In fact, Amazon, Best Buy, Woot, and a number of retailers are already discounting a variety of TV sets ahead of the big game on February 9th. Many of the current promos arent Super Bowl-specific, mind you, but there are still some great options if youre on the hunt for a budget-friendly QLED TV for your viewing party or a gamer-friendly OLED that can serve your entertainment needs year-round.RelatedWell keep an eye out for more 4K TV deals as we get closer to the big day and update this post accordingly, so be sure to keep checking back in the run-up to Super Bowl LIX.LG C4 OLED TVIf youre looking for an OLED TV, LGs exceptional C4 is currently down to one of its best prices to date. Right now, for instance, you can buy the 65-inch model for about $1,496.99 ($1,203 off) at Amazon and Best Buy. The 77-inch model is also available for around $2,196.99 ($1,503 off) from Amazon, Best Buy, and LG, the latter of which is offering up to $200 off select LG soundbars with your purchase through March 2nd.The C4 offers a bright, vibrant display with the kind of inky blacks that characterize OLED panels, along with support for both Dolby Vision and Dolby Atmos. The last-gen TV remains an excellent option for gaming, too, with four HDMI 2.1 ports, a 144Hz refresh rate, and support for AMD FreeSync Premium as well as Nvidia G-Sync. It even comes with a Wii-like Magic Remote, which, in many instances, weve found to be easier to navigate with than the remotes arrow keys.LG C4 OLED TV$1497$270045% off$1497The LG C4 is a 4K OLED TV thats great for gaming, with a max 144Hz refresh rate and support for Nvidia G-Sync and AMD FreeSync variable refresh rate tech. It has a brighter panel and overall better picture quality than its predecessor.$1497 at Amazon (65-inch)$2097 at Amazon (77-inch)LG B4 OLED TVIf youre looking for a more affordable OLED, LGs entry-level B4 TV is on sale at Best Buy in the 48-inch size starting at just $599.99 ($200 off), matching its all-time low. Its discounted in larger configurations, too, with the 55-inch going for $999.99 ($400 off) at Best Buy and LGs online storefront and the 65-inch selling for around $1,296.99 ($200 off) at Amazon, Best Buy, and direct from LG.The TV isnt as bright or powerful as the aforementioned C4 series its outfitted with an older A8 processor, as opposed to LGs newer A9 chip but its still relatively snappy and slated to receive several more years of webOS updates, ensuring the navigation and user experience should be dialed in for the foreseeable future. It also features a buttery 120Hz refresh rate, four full-bandwidth HDMI 2.1 ports, and support for Dolby Atmos and Dolby Vision. And like the LG C4, it includes support for both Amazon Alexa and Google Assistant.LG B4 series OLED TV$600$80025% off$600LGs B4 might be one of the cheapest OLED TVs available, but it still offers plenty of bang for your buck including four HDMI 2.1 ports, speedy performance, and five years worth of webOS updates.Sony Bravia A95L QD-OLEDSonys Bravia A95L is also receiving a steep discount ahead of the Super Bowl. Right now, you can buy the 65-inch model for around $2,998 at Amazon and Best Buy, which matches its Black Friday price. Other sizes are on sale, too, including the 55-inch, which is going for around $2,498 ($300 off) at Amazon and Best Buy.The Sony A95L was arguably the best TV we saw last year, largely due to its vibrant, lifelike picture quality. The bright 4K QD-OLED TV includes support for Dolby Vision and HDR10 as well, along with a smooth 120Hz refresh rate, a pair of HDMI 2.1 inputs, and support for Googles excellent TV platform.Sony Bravia A95L$2800$2498-12% off$2800The Sony A95L is the flagship in Sonys OLED lineup and possibly the best TV available, full stop. It has a rich 4K QD-OLED panel that offers lifelike visuals for movies, shows, and gaming. It also supports Googles excellent TV platform and pairs great with a PlayStation, thanks to automatic game modes that enhance playback and performance.$2800 at Amazon (55-inch)$3000 at Best Buy (65-inch)Samsung OLED S95D TVThe Samsung OLED S95D is another terrific OLED set thats also down to one of its best prices to date in multiple configurations. Right now, for example, you can purchase the 55-inch model for around $1,899.99 ($700) at Amazon, Best Buy and Samsungs online storefront. The 65-inch panel, meanwhile, is available from Amazon, Best Buy, and Samsung for around $2,299.99 ($1,100 off). If you purchase directly from Samsung, youll also be eligible for a discount on select Samsung soundbars, with the exact discount dependent on which model you choose.The S95D comes with a glare-free display that does an excellent job of minimizing unwanted reflections, allowing it to provide rich colors and contrast at high brightness levels. It lacks support for Dolby Vision, but it does offer a 144Hz variable refresh rate, four HDMI 2.1 ports, and support for Alexa and Google Assistant. It also comes with Samsungs One Connect Box, which lets you connect your gaming console, set-top boxes, and other devices to your TV with a single cable, as opposed to a mess of wires. And, of course, Samsungs Tizen OS lets you stream from a wide selection of apps, including Netflix, Apple TV Plus, Disney Plus, and Max.Samsung OLED S95D$1898$239821% off$1898Samsungs S95D features a bright, glare-free OLED panel thats capable of producing vivid colors and contrast. It also supports 144Hz gaming and features four HDMI 2.1 ports.Samsung Frame TV (2024)Samsungs Frame TV doesnt offer the pristine image quality found in OLED displays, but its unique in that the TV showcases artwork when idle. Combined with its anti-glare matte display, it makes for a stylish 4K TV that looks more akin to a canvas painting than a black void. Its a shame it doesnt offer Dolby Vision or VRR support, but it still has a range of solid specs, including a speedy 120Hz refresh rate, HDMI 2.1 support, and compatibility with voice assistants like Alexa and Google Assistant. Just bear in mind, youll need to pay for a subscription ($4.99 a month / $49.90 annually) to get unlimited access to all of the artwork available in the Samsung Art Store.Now through 1AM ET on February 9th, Woot is offering the best prices weve seen on Samsungs last-gen Frame TV. Right now, for instance, the 55- and 65-inch models are on sale for $867.99 ($630 off) and 1,247.99 ($752 off), respectively, which are all-time lows. Samsung, meanwhile, is discounting the TV through February 9th while offering an additional $50 off its Music Frame speaker or an HW-S700D Dolby Soundbar. The 55-inch model is on sale at Samsungs online storefront for $899.99 ($600 off) or at Amazon and Best Buy without the aforementioned perks for the same price.Samsung The Frame TV (2024)$868$149842% off$868Samsungs art-inspired 4K TV uses an anti-glare matte QLED display, which provides artwork and photos with qualities that resemble an actual canvas.TCL QM85 TVIf youre looking for something cheaper, TCL makes some excellent budget-friendly 4K TVs, one of which is the TCL QM85. The 2024 flagship is steeply discounted right now, with the 65-inch model going for around $897.99 (about $600 off) at Amazon and Best Buy. Larger configurations are on sale, too, with the 75-inch panel going for $1,299.99 ($700 off) at Amazon and Best Buy.The TVs bright QD-Mini LED panel offers sharp, vibrant image quality with a speedy 144Hz variable refresh rate. Along with support for Dolby Atmos and DTS Virtual:X, it comes with an integrated subwoofer for a fuller, more immersive audio experience. Other notable features include support for the Google TV interface, along with compatibility with Alexa, Apple Home, and Google Home.TCL QM85 (2024)$898$150040% off$898The QM85 is TCLs flagship 4K TV for 2024 and features a bright QD-Mini LED panel, a 144Hz refresh rate, upfiring Atmos and DTS Virtual:X speakers with a subwoofer, Googles excellent smart TV platform, and Wi-Fi 6 support.Hisense U8N QLED TVHisense is another brand that sells terrific, budget-friendly TVs. And right now, you can buy the 65-inch U8N the companys 2024 flagship QLED TV for just $899.99 ($600 off) at Amazon and Best Buy, which is about $2 shy of its best price to date.The U8N offers a lot of features youd typically find in pricier TVs. That includes a 144Hz variable refresh rate and two high-bandwidth HDMI 2.1 ports (one of which supports eARC), along with support for both Dolby Atmos and Dolby Vision. Theres no OLED display, but you do get a Mini LED backlight with support for up to 3,000 nits of brightness. You also get full-array local dimming, which allows it to deliver punchy colors alongside rich contrast and deep black levels. The TV additionally supports Googles excellent TV software as well as Google Assistant and Amazon Alexa for hands-free voice control.Hisense U8N (2024)$900$150040% off$900Hisenses 2024 U8N Mini LED TV offers support for up to 3,000 nits of brightness. It also runs on the excellent Google TV software and boasts a 144Hz refresh rate.$900 at Amazon (65-inch)$1700 at Amazon (85-inch)Hisense U7N LCD TVIf youre looking for a budget-friendly alternative to the U8N, you can buy Hisenses 55-inch U7N on sale at Amazon and Best Buy for $498 ($200 off), which is one of its better prices to date. A few other sizes are also on discount right now, including the massive 75-inch panel, which you can purchase for around $899.96 ($600 off) at Amazon and Best Buy.The 4K LCD TV shares a lot in common with the U8N, including support for a 144Hz variable refresh rate and a pair of HDMI 2.1 ports. The U7N also runs on Googles TV interface, offers support for all the major HDR formats, and works with all the same voice assistants (Alexa, Google Assistant, etc.). The main difference between the two TVs is that the Mini LED panel on the U7N doesnt offer the same contrast or brightness levels as the U8N, which maxes out at 3,000 nits as opposed to 1,500. That being said, its still a good display with full-array local dimming and nearly all the same features.Hisense U7N TV$498$79838% off$498The Hisense U7N TV boasts a 144Hz display with full-array local dimming. It also comes with Googles TV software built in, along with Dolby Atmos support for more immersive sound.More Super Bowl TV deals worth a lookAmazons Fire TV Omni QLED is also on sale in multiple sizes. Right now, for example, you can purchase the 55-inch model for $439.99 ($60 off) at Amazon, which is one of its better prices to date. Unlike the companys original Omni TV, the step-up QLED model offers full-array local dimming. It displays artwork when idle much like Samsungs Frame TVs as well as widgets for things like the weather and news, turning your TV into a smart display of sorts. It also integrates well with Alexa, unsurprisingly, and offers HDMI 2.1 plus a 60Hz variable refresh rate.If youre working with a tighter budget, the TCL Q6 QLED is on sale in multiple sizes as well. You can, for instance, grab the 65-inch model at Amazon and Best Buy for $369.99 ($180 off), which is $2 shy of its lowest price to date. The 4K TV lacks more advanced bells and whistles, but it still supports Dolby Atmos, Dolby Vision, and Googles terrific interface. It has a 60Hz refresh rate, though, it does allow for 120Hz upscaling via TCLs Game Accelerator 120 feature. That being said, if you want buttery smooth frame rates, you could also pick up the 85-inch panel for $798, which does sport a native 120Hz refresh.Update, February 3rd: Adjusted pricing and added several deals, including those for Sonys Bravia A95L, Amazons Fire TV Omni QLED, and TCLs Q6 QLED.See More:
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  • Top AI Coding Agents in 2025
    www.marktechpost.com
    AI-powered coding agents have significantly transformed software development in 2025, offering advanced features that enhance productivity and streamline workflows. Below is an overview of some of the leading AI coding agents available today.Devin AIDesigned for complex development tasks, Devin AI utilizes multi-agent parallel workflows to manage intricate projects efficiently. Its architecture supports the simultaneous execution of multiple processes, making it suitable for large-scale applications that require robust performance and scalability.GitHub CopilotGitHub Copilot is an AI-powered coding assistant that provides code suggestions and autocompletion features. Integrated directly into the development environment, it helps developers write code more efficiently by predicting and generating code snippets in real-time.Magic PatternsMagic Patterns enhances development efficiency by providing tools to build UI components more swiftly. It offers a library of reusable patterns and components, reducing the time spent on repetitive tasks and allowing developers to focus on more complex aspects of their projects.WindsurfWindsurf focuses on automated code analysis with cascading features, providing developers with insights into code quality and potential issues. Its analytical tools help maintain high coding standards and facilitate the early detection of bugs or vulnerabilities.Uizard AIUizard AI focuses on rapid prototyping, enabling UI/UX designers to quickly transform ideas into interactive prototypes. This accelerates the design process, allowing for swift iterations and user testing, ultimately leading to more user-centered designs.Replit AgentOptimized for small and medium-sized enterprise (SME) workflows, Replit Agent offers advanced coding automation features. It integrates with various development tools and platforms, streamlining the coding process and reducing the overhead associated with managing development environments.Galileo AITailored for mobile UI development, Galileo AI assists developers in creating intuitive and visually appealing interfaces. Its features are optimized for mobile platforms, ensuring that applications deliver a seamless user experience across different devices and screen sizes.WarpWarp employs a multi-agent-based approach to coding, automating various aspects of the development process. Its architecture allows for the delegation of tasks to specialized agents, enhancing efficiency and enabling developers to manage complex projects more effectively.Lovable DevSpecializing in converting Figma designs into fully functional applications, Lovable Dev bridges the gap between design and development. This tool streamlines the UI/UX development process, allowing designers and developers to collaborate more effectively and bring designs to life with minimal manual coding.Bolt NewBolt New is recognized for its user-friendly interface and ease of deployment, making it suitable for both novice and experienced developers. It supports rapid prototyping and integrates seamlessly with various development environments, facilitating quick iterations during the development process.V0 DevV0 Dev offers support for multiple frontend frameworks, providing developers with the flexibility to choose the most appropriate tools for their projects. Its compatibility with various frameworks makes it a versatile choice for building diverse applications, accommodating different project requirements and developer preferences.CursorCursor is designed to help developers maintain control over their codebases, offering tools for version control, code reviews, and collaboration. It ensures that code remains organized and maintainable, supporting best practices in software development.ConclusionThe landscape of AI coding agents in 2025 offers a diverse array of tools tailored to various aspects of software development. From design conversion and rapid prototyping to advanced code analysis and multi-agent workflows, these tools enhance efficiency and support developers in creating high-quality applications. As AI continues to evolve, we can anticipate even more sophisticated features and integrations that will further transform the development process.Also,dont forget to follow us onTwitter and join ourTelegram Channel andLinkedIn Group. Dont Forget to join our75k+ ML SubReddit. Aswin AkAswin AK is a consulting intern at MarkTechPost. He is pursuing his Dual Degree at the Indian Institute of Technology, Kharagpur. He is passionate about data science and machine learning, bringing a strong academic background and hands-on experience in solving real-life cross-domain challenges.Aswin Akhttps://www.marktechpost.com/author/aswinak/OpenAI Introduces Deep Research: An AI Agent that Uses Reasoning to Synthesize Large Amounts of Online Information and Complete Multi-Step Research TasksAswin Akhttps://www.marktechpost.com/author/aswinak/Bio-xLSTM: Efficient Generative Modeling, Representation Learning, and In-Context Adaptation for Biological and Chemical SequencesAswin Akhttps://www.marktechpost.com/author/aswinak/Can AI Understand Subtext? A New AI Approach to Natural Language InferenceAswin Akhttps://www.marktechpost.com/author/aswinak/The Allen Institute for AI (AI2) Releases Tlu 3 405B: Scaling Open-Weight Post-Training with Reinforcement Learning from Verifiable Rewards (RLVR) to Surpass DeepSeek V3 and GPT-4o in Key Benchmarks [Recommended] Join Our Telegram Channel
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  • Reinforcement Learning-Driven Adaptive Model Selection and Blending for Supervised Learning
    towardsai.net
    LatestMachine LearningReinforcement Learning-Driven Adaptive Model Selection and Blending for Supervised Learning 0 like February 3, 2025Share this postAuthor(s): Shenggang Li Originally published on Towards AI. Inspired by Deepseeker: Dynamically Choosing and Combining ML Models for Optimal PerformanceThis member-only story is on us. Upgrade to access all of Medium.Photo by Agence Olloweb on UnsplashMachine learning model selection has always been a challenge. Whether youre predicting stock prices, diagnosing diseases, or optimizing marketing campaigns, the question remains: which model works best for my data? Traditionally, we rely on cross-validation to test multiple models XGBoost, LGBM, Random Forest, etc. and pick the best one based on validation performance. But what if different parts of the dataset require different models? Or what if blending multiple models dynamically could improve accuracy?This idea hit me while reading about Deepseeker R1, an advanced large language model (LLM) that adapts dynamically to improve performance. Inspired by its reinforcement learning (RL)-based optimization, I wondered: can we apply a similar RL-driven strategy to supervised learning? Instead of manually selecting a model, why not let reinforcement learning learn the best strategy for us?Imagine an RL agent acting like a data scientist analyzing dataset characteristics, testing different models, and learning which performs best. Even better, rather than just picking one model, it could blend models dynamically based on data patterns. For instance, in a financial dataset, XGBoost might handle structured trends well, while LGBM might Read the full blog for free on Medium.Join thousands of data leaders on the AI newsletter. Join over 80,000 subscribers and keep up to date with the latest developments in AI. From research to projects and ideas. If you are building an AI startup, an AI-related product, or a service, we invite you to consider becoming asponsor. Published via Towards AITowards AI - Medium Share this post
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  • The Apple AirPods 4 Earbuds Drops to Under $100 for Valentine's Day
    www.ign.com
    Amazon and Best Buy are both offering discounts of up to 25% off the newest generation Apple AirPods 4 earbuds. The base model is currently priced at $99.99 (originally $129) and the noise-canceling model is $148.99 (originally $179). This is the first time we've seen the AirPods 4 earbuds drop below $100. In fact, that's a better deal than what we saw during Black Friday, and a great opportunity to pick up a wonderful gift in time for Valentine's Day.Save Over $40 Off the New Apple AirPods 4Apple AirPods 4Apple AirPods 4 with Active Noise CancelationThe Apple AirPods 4 was released on September, 2024 in two variants: both models are mostly identical with the exception of the noise canceling functionality on the more expensive one. The AirPods 4 features several updates over the AirPods 3 which brings it in-line with modern day standards. These improvements include the newer Apple H2 chip (vs H1), Bluetooth 5.3 support (vs Bluetooth 5.0), better IP54 resistance rating which now protects against dust intrustion (vs IPX4), USB Type-C (vs Lightning), and replacement of the skin detect sensor with a more reliable optical in-ear sensor.Should you get the AirPods 4 with ANC over the AirPods Pro?The AirPods 4 with active noise cancelation is mostly similar to the more expensive AirPods Pro 2 with one major difference: the AirPods 4 is an open-ear earbud with non-adjustable tips, whereas the AirPods Pro is an in-ear earbud with adjustable tips. Both ANC models have useful features like Transparency Mode and Conversational Awareness.The AirPods 4 with noise cancelling is currently $20 cheaper than the AirPods Pro 2, which is also on sale for a great price right now. You'll also have to consider what you prioritize more: comfort or performance. In-ear earbuds will provide better noise cancelation and audio quality by nature of its passive isolation, but open-ear earbuds are less intrusive and more comfortable to wear. Check out our other recommendations for the best AirPods models to buy.Why Should You Trust IGN's Deals Team?IGN's deals team has a combined 30+ years of experience finding the best discounts in gaming, tech, and just about every other category. We don't try to trick our readers into buying things they don't need at prices that aren't worth buying something at. Our ultimate goal is to surface the best possible deals from brands we trust and our editorial team has personal experience with. You can check out our deals standards here for more information on our process, or keep up with the latest deals we find on IGN's Deals account on Twitter.Eric Song is the IGN commerce manager in charge of finding the best gaming and tech deals every day. When Eric isn't hunting for deals for other people at work, he's hunting for deals for himself during his free time.
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  • The Apple Watch SE Drops to Its Lowest Price in 2025 for Valentine's Day
    www.ign.com
    An Apple Watch is the best companion to an iPhone you could ask for, acting as a stylish yet functional accessory on your wrist. Whether you want to be notified of incoming text messages or track your workouts and calories, Apple Watch can be a game-changer for your daily productivity. Ahead of Valentine's Day, Amazon has the Apple Watch SE (2nd Gen) available for $169. This is almost $100 off the MSRP, which makes now the perfect time to pick up a new watch as a gift for Valentine's. The Apple Watch SE (2nd Gen) for $169Apple Watch SE (2nd Gen) [GPS 40mm] SmartwatchThe Apple Watch SE is by far the best budget Apple Watch available right now. You'll get almost every major feature found on the top-end Apple Watch Series 10 and Apple Watch Ultra, with just a few exceptions. The health features that Apple Watch is best known for, like Heart Rate Monitoring, Fall Detection, and Sleep Tracking, are all here. You'll also get access to activity tracking, so you can track each of your workouts and the calories you are burning. Some of the major differences between this model and others are the lack of ECG support, depth tracking for swimming, and a larger display. These features, while nice to have, are not necessary to get a good experience out of your Apple Watch, though. Overall, the Apple Watch SE is an excellent device that has almost everything you could ever need, especially for the price. More Valentine's Day Deals Worth Checking OutLEGO Bouque of RosesApple iPad (10th Generation)Apple AirPods 4Beats Solo 4
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