Winter sale ends tomorrow! Last chance to get 10% off Razum Digital Clay 3D for Nomad Sculpt! https://flipnm.co/3EzAtum Sculpt like a pro on your iPad with this powerful digital clay pack, designed to give you the feel of real-world sculpting inside Nomad Sculpt.

As you make your way north of Friendship Island in Hello Kitty Island Adventure, you'll discover Gemstone Mountain, a dry region home to cactus plants and crystal mines. If you explore the area, you're likely to find new ingredients for crafting recipes. One of these is Cactus Cream, the key ingredient for any dessert you want to make in Island Adventure. There are plenty of 3-heart gifts that can be made with this useful resource, so knowing where they spawn can come in handy.

The father of the late Kyojuro Rengoku, Shinjuro Rengoku was the former Flame Hashira. In his prime, Shinjuro was a well respected Hashira but after the tragic loss of his wife, he lost himself and turned to a life of alcoholism and bitterness. He quit the Demon Slayer Corp and even stopped being a good father to his sons, Kyojuro and Senjuro.

Hoping for Siri to get fancy new AI powers in iOS 18.4? Sadly, its not looking good, as a rumor suggests Apple could be pushing back the big rollout.

HP's $4299 EliteBook X G1a laptop has 128GB RAM and challenges the most expensive 14-inch MacBook Pro.

There was a time when cleaning materials were relegated to the back of closets or hidden under furniture. But in todays smaller living spaces, dedicated storage can be a luxury. This necessitates a shift in perspective, transforming everyday appliances into elements of interior design, effectively becoming part of your spacedentity. Vacuum cleaners, with their often-futuristic aesthetic, are prime candidates for this transformation. Rather than being hidden away, they can become stylish accents that complement your homes dcor.Desogner: Seo June Lee, Focus StudioBrighten is a concept vacuum cleaner that goes beyond mere functionality, aiming to both clean and illuminate your space. Its minimalist design allows it to seamlessly integrate into any interior, becoming a subtle yet striking addition to your room. Imagine a sleek, almost impossibly thin robot, ready to be effortlessly maneuvered to collect dust, particles, and debris. When docked on its charging base, Brightens design truly shines. The operational buttons, exhaust port, and dust bin are strategically positioned on the sides and back, minimizing visual clutter and allowing the device to blend effortlessly into its surroundings. Its not just a cleaning tool; its a piece of modern art.Brightens ingenuity extends beyond its aesthetics. The device features a unique bar-end grip, thoughtfully designed to enhance the cleaning experience. This grip not only prevents hand slippage and reduces wrist strain, but also cleverly doubles as a light source. This integrated lighting feature provides an additional ambient light option, emanating from the corner where Brighten resides. Further enhancing its adaptability, Brighten offers customizable lighting options and wrist straps, catering to individual needs and usage styles.The color palette of Brighten further reinforces its minimalist charm. The base is a sophisticated black, providing a grounding visual anchor. The dust box, in stark contrast, is a pristine white, suggesting cleanliness and efficiency. The cylindrical handle, crafted in bronze or a rich brown, adds a touch of warmth and elegance. Finally, the transparent white bar-end grip completes the ensemble, adding a subtle touch of modernity. These carefully chosen colors work in harmony to create a simple yet impactful design aesthetic, ensuring that Brighten seamlessly integrates into your interior design vision. Its not just a vacuum cleaner; its a statement piece. Its Brighten.The post Brighten vacuum cleaner concept illuminates your space and style first appeared on Yanko Design.

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Learn MoreToday, virtually every cutting-edge AI product and model uses a transformer architecture.Large language models (LLMs) such as GPT-4o, LLaMA, Gemini and Claude are all transformer-based, and other AI applications such as text-to-speech, automatic speech recognition, image generation and text-to-video models have transformers as their underlying technology.With the hype around AI not likely to slow down anytime soon, its time to give transformers their due, which is why Id like to explain a little about how they work, why they are so important for the growth of scalable solutions and why they are the backbone of LLMs. Transformers are more than meets the eyeIn brief, a transformer is a neural network architecture designed to model sequences of data, making them ideal for tasks such as language translation, sentence completion, automatic speech recognition and more.Transformers have really become the dominant architecture for many of these sequence modeling tasks because the underlying attention-mechanism can be easily parallelized, allowing for massive scale when training and performing inference.Originally introduced in a 2017 paper, Attention Is All You Need from researchers at Google, the transformer was introduced as an encoder-decoder architecture specifically designed for language translation. The following year, Google released bidirectional encoder representations from transformers (BERT), which could be considered one of the first LLMs although its now considered small by todays standards.Since then and especially accelerated with the advent of GPT models from OpenAI the trend has been to train bigger and bigger models with more data, more parameters and longer context windows.To facilitate this evolution, there have been many innovations such as: more advanced GPU hardware and better software for multi-GPU training; techniques like quantization and mixture of experts (MoE) for reducing memory consumption; new optimizers for training, like Shampoo and AdamW; techniques for efficiently computing attention, like FlashAttention and KV Caching. The trend will likely continue for the foreseeable future.The importance of self-attentionin transformersDepending on the application, a transformer model follows an encoder-decoder architecture. The encoder component learns a vector representation of data that can then be used for downstream tasks like classification and sentiment analysis. The decoder component takes a vector or latent representation of the text or image and uses it to generate new text, making it useful for tasks like sentence completion and summarization. For this reason, many familiar state-of-the-art models, such the GPT family, are decoder only.Encoder-decoder models combine both components, making them useful for translation and other sequence-to-sequence tasks. For both encoder and decoder architectures, the core component is the attention layer, as this is what allows a model to retain context from words that appear much earlier in the text.Attention comes in two flavors: self-attention and cross-attention. Self-attention is used for capturing relationships between words within the same sequence, whereas cross-attention is used for capturing relationships between words across two different sequences. Cross-attention connects encoder and decoder components in a model and during translation. For example, it allows the English word strawberry to relate to the French word fraise. Mathematically, both self-attention and cross-attention are different forms of matrix multiplication, which can be done extremely efficiently using a GPU.Because of the attention layer, transformers can better capture relationships between words separated by long amounts of text, whereas previous models such as recurrent neural networks (RNN) and long short-term memory (LSTM) models lose track of the context of words from earlier in the text.The future of modelsCurrently, transformers are the dominant architecture for many use cases that require LLMs and benefit from the most research and development. Although this does not seem likely to change anytime soon, one different class of model that has gained interest recently is state-space models (SSMs) such as Mamba. This highly efficient algorithm can handle very long sequences of data, whereas transformers are limited by a context window.For me, the most exciting applications of transformer models are multimodal models.OpenAIs GPT-4o, for instance, is capable of handling text, audio and images and other providers are starting to follow. Multimodal applications are very diverse, ranging from video captioning to voice cloning to image segmentation (and more). They also present an opportunity to make AI more accessible to those with disabilities. For example, a blind person could be greatly served by the ability to interact through voice and audio components of a multimodal application.Its an exciting space with plenty of potential to uncover new use cases. But do remember that, at least for the foreseeable future, are largely underpinned by transformer architecture.Terrence Alsup is a senior data scientist at Finastra.DataDecisionMakersWelcome to the VentureBeat community!DataDecisionMakers is where experts, including the technical people doing data work, can share data-related insights and innovation.If you want to read about cutting-edge ideas and up-to-date information, best practices, and the future of data and data tech, join us at DataDecisionMakers.You might even considercontributing an articleof your own!Read More From DataDecisionMakers

Don James, executive vice president of Nintendo of America, received the Lifetime Achievement Award at the Dice Awards.Read More

The popular Nintendo DS emulator Drastic has disappeared from the Google Play store, reports Android Authority. Its not clear at the moment why the app is now gone, but it seems likely that it was the developer, not Nintendo, that prompted its removal.Developer Exophase made Drastic free-to-download last year and indicated that it planned to remove the app from Google Play and open-source its code, though that doesnt seem to have ever happened. The announcement came after a Nintendo settlement took down Switch emulator Yuzu and Nintendo 3DS emulator Citra, something the developer said wasnt reponsible for its decision, but did accelerate the timeline. Exophase did not immediately respond to The Verges request for comment.The loss of Drastic is a hit to the broader emulator scene, which was rocked by Nintendos legal moves against Yuzu last year. But despite that, there is now a flourishing iOS emulator marketplace, thanks to a surprise change to Apples App Store guidelines last year.

Piecing together a puzzle is a great way to relax. Whether you enjoy the hobby on your own or with others, there's quite a few different formats to choose from these days, too. There are some puzzles that offer fun 3D builds that bring your efforts to life and some even tell a story with a secret ending that ties it all together. If you don't frequently build puzzles, though, finding a good option like the ones previously mentioned means tracking down a reliable brand first. One visit to Amazon will show you that there's an abundance of companies offering different puzzles, which can feel quite overwhelming. We're here to help, though. In this list, we've gathered up some of our favorite puzzle brands that we believe are worth dropping money on and noted some puzzles from each that we highly recommend. If you've been itching to pick up something new to get stuck into, have a look at our collection of the best puzzle brands below.RavensburgerRavensburger is a brand that's been around for a while, offering a wide range of puzzle sizes from smaller 500-piece options - and even lower, if you prefer - to a puzzle with 40,000 pieces. Yes, really! The puzzle pieces are cut to fit neatly into place, with the company stating on its website that its "puzzles are made using custom-built tools and steel strips, handcrafted by skilled artisans. This meticulous process ensures each piece fits perfectly, providing a flawless puzzle experience without any false fits." The company also notes that each puzzle goes through quality checks, so you know you're getting a product that'll last. It's also worth noting that Ravensburger puzzles are even used in the world jigsaw puzzle championship.Below you can find some Ravensburger puzzles we'd recommend in a wide range of sizes. Starting from just 500 pieces and going up to a whopping 5,000, there's a puzzle for every challenge level available. We've even included a couple of their 3D puzzles if you want a finished product that you can set up afterward.Recommended Puzzles From RavensburgerRavensburger Tropical Waters 500-Piece Jigsaw PuzzleSee it at AmazonRavensburger Pokemon Pokeball 3D Jigsaw Puzzle Ball - 54 PiecesSee it at AmazonRavensburger Solar System 540-Piece - 9 Planet 3D Jigsaw Puzzle SetSee it at AmazonRavensburger Disney-Pixar Toy Store Jigsaw Puzzle - 1000 PiecesSee it at AmazonRavensburger Universal Amblin Jigsaw Puzzle - 2000 PiecesSee it at AmazonRavensburger Reign of Dragons 3000-Piece Jigsaw PuzzleSee it at AmazonRavensburger Pokemon 5000 Piece Jigsaw PuzzleSee it at AmazonMagic Puzzle CompanyThe Magic Puzzle Company really lives up to its name. Its magical puzzles combine a "traditional jigsaw puzzle experience with ideas from the worlds of tabletop games and magic," according to its website. It's become a very beloved brand as well, with its Kickstarter boasting 62,284 backers from when it was last updated. Each of its 1,000-piece puzzles features over 50 easter eggs for you to find, but the coolest part about them is the special secret ending you get after finishing the first part of the puzzle. This important element helps tie together the story from the first set of pieces in the box, making it even more satisfying to finish.Each puzzle from the Magic Puzzle Company offers a unique experience with original art, to boot. We've included a few of our recommended puzzles below that each have something interesting to bring to the table, from the magical Mystic Maze to the colorful Gnomes' Homes.Recommended Puzzles From Magic Puzzle CompanyThe Mystic Maze 1000-Piece Jigsaw Puzzle from The Magic Puzzle Company Series OneSee it at AmazonThe Sunny City 1000-Piece Jigsaw Puzzle from The Magic Puzzle Company Series OneSee it at AmazonThe Happy Isles 1000-Piece Jigsaw Puzzle from The Magic Puzzle Company Series OneSee it at AmazonThe Crystal Caves 1000 Piece Jigsaw Puzzle from The Magic Puzzle Company Series TwoSee it at AmazonThe Forest Feast 1000 Piece Jigsaw Puzzle from The Magic Puzzle Company Series TwoSee it at AmazonThe Busy Bistro 1000 Piece Jigsaw Puzzle from The Magic Puzzle Company Series TwoSee it at AmazonThe Gnomes' Homes 1000 Piece Jigsaw Puzzle from The Magic Puzzle Company Series ThreeSee it at AmazonSpringbokSpringbok is another well-regarded brand that's been around for a very long time - since 1963 to be exact. The company offers a variety of different puzzles to choose from so you can find an option that best suits your personal tastes and skill level. Each one is made with a lot of love, too. The company prides itself on creating quality puzzles, stating on its website that, "The quality of our dies and above average thickness of our chipboards ensures the interlocking pieces will come together flawlessly multiple times."From piecing it together to admiring the final work and all of the details within it, Springbok's puzzles will keep you busy for quite a while. Below we've included a few fun puzzles from their collections, from a selection of sweet treats to a puzzle paying homage to some excellent films. Recommended Puzzles From SpringbokSpringbok's 500 Piece Jigsaw Puzzle Sweet Tooth, MultiSee it at AmazonSpringbok's 1000 Piece Jigsaw Puzzle Gamer's Trove, MultiSee it at AmazonSpringbok's 1000 Piece Jigsaw Puzzle Snack TreatsSee it at AmazonSpringbok Going to The Movies 1000 Piece Jigsaw PuzzleSee it at AmazonSpringbok Groovy Records 1000 piece Jigsaw PuzzleSee it at AmazonSpringbok - Retro Refreshments - 1000 Piece Jigsaw PuzzleSee it at AmazonSpringbok - Dream Garage - 1000 Piece Jigsaw PuzzleSee it at AmazonHeyeHeye's puzzles come in a fun variety of unique designs and ones with incredible amounts of detail. On its website, you can find the 'Puzzle' category broken down into five sections: Art Lab, Cartoon, Fantasy, Fine Art, and Photo Art. Each of these is further broken down into more sections so you can explore the many different styles of puzzle that are available. Not only that, but Heye also offers a range of puzzle sizes, from 500 pieces to 6,000, so you can easily find one that fits the challenge level you're looking for. On top of its creative puzzle designs, the company also notes on its website that, "HEYE puzzles have been successively converted to plastic-free production without plastic bags and shrink wrap." That's a very big win for sustainability. Below you can find just a few of our recommended puzzles from Heye.Recommended Puzzles From HeyeHeye 29787 "Flower's Life" Puzzle (1000-Piece)See it at AmazonHeye Movie Masters Tarantino Films 1000 Piece Jigsaw PuzzleSee it at WalmartHeye Garden Adventure 1000 Piece Jigsaw PuzzleSee it at AmazonHeye Polar Habitat Degano Puzzles (1000-Piece)See it at AmazonHeye 29777 Ocean Habitat Puzzle (1000-Piece)See it at AmazonHeye Triangular Fairy Tales Prades Puzzles (1500-Piece)See it at WalmartHeye Puzzles - 1000 Pc -Selfie (Zozoville)See it at AmazonRokrNot all puzzles come in a 2D format. If you're looking for something a little different to work with, Rokr offers a great collection of 3D builds that can up your puzzling game with their intricate designs. With 10 years of experience and, according to its website, 4,190 Happy Members, Rokr is a reliable brand for those looking to expand on their puzzling skills. Its models are built to last, too. On its website, the company states that it prioritizes, "the use of durable, child-safe materials to ensure that our products not only withstand the rigors of play but also provide a reliable and secure play environment."Below we've listed just a few of our favorite puzzles from Rokr, from an illuminated globe to a miniature pinball machine. These come with varying amounts of puzzle pieces as well, so there's a little something for every challenge level here. If you're looking for a good LEGO alternative, we recommend starting witht his brand.Recommended Puzzles From RokrROKR 3D Wooden Puzzles VitascopeSee it at AmazonClip 5% Off CouponROKR 3D Wooden Puzzles Marble Run Model Building KitSee it at AmazonROKR 3D Wooden Puzzles Illuminated Globe with StandSee it at AmazonROKR 3D Wooden Puzzles Piano Model KitSee it at AmazonROKR 3D Wooden Puzzles Owl ClockSee it at AmazonClip $15 Off CouponROKR 3D Wooden Puzzles Miniature Pinball MachineSee it at AmazonClip 10% Off CouponROKR 3D Wooden Puzzle Clock ModelSee it at AmazonBuffalo GamesBuffalo Games is another brand that's been in the game for a while, since 1986. The company has crafted numerous puzzles since then, with care for their construction at the forefront of its mind. According to its website, the company states that, "With a careful eye for quality and sustainability, our puzzles use the thickest graphic board, premium paper, and sturdy set-up boxes." Each puzzle is also "manufactured using a precision cutting technique that guarantees every piece snaps into place with our signature Perfect Snap technology."Whether you want a puzzle with a scenic view or one that captures your favorite piece of entertainment, Buffalo Games has quite a few options to choose from. We've included just a few of our favorites below in varying sizes, from 300 to 2,000 pieces.Recommended Puzzles From Buffalo GamesBuffalo Games - Cinque Terre - 1000 Piece Jigsaw PuzzleSee it at AmazonBuffalo Games - Star Wars - SW - You were The Chosen One - 2000 Piece Jigsaw PuzzleSee it at AmazonBuffalo Games - Marvel - Spider-Verse - 2000 Piece Jigsaw PuzzleSee it at AmazonBuffalo Games - Days to Remember - Autumn Memories - 500 Piece Jigsaw PuzzleSee it at AmazonBuffalo Games - Pokmon - Fan Favorites - 300 Large Piece Jigsaw PuzzleSee it at AmazonBuffalo Games - Alpine Serenity - 1000 Piece Jigsaw Puzzle with Hidden ImagesSee it at AmazonBuffalo Games - James Mertke - Simple Succulent - 1000 Piece Jigsaw PuzzleSee it at AmazonHow Do You Know if a Brand Has Quality Puzzles?It's always worth researching a brand when you come across a puzzle that interests you to learn more about them. Quite a few companies will have further details about them on their website to read so you can have a better idea about who you're buying from. Another great way to learn more about a brand is by reading reviews or comments from fellow puzzlers online who have bought from the brand previously. Doing this can help you make a good judgement call about a brand and if they're worth your time and money.If you're in the mood to pick up even more puzzles, it's worth it to have a look at our roundup of the best jigsaw puzzles for adults. That selection even features a couple of the brands from this list, so you can see more of what they have to offer. And if you need a good table to work off of after picking up a new puzzle, why not check out our roundup of the best puzzle tables and boards for some recommendations?Hannah Hoolihan is a freelancer who writes with the guides and commerce teams here at IGN.