Microsoft's first foray into the video game console market was wildly successful with the original Xbox, managing to outsell the Sega Dreamcast and the Nintendo GameCube, even trying to challenge the almighty PlayStation 2. Some classic titles like Halo: Combat Evolved and Fable emerged from this debut console, both spawning multiple sequels.

Database closed down after FatakPay was found storing information unprotected.

Perhaps a major highlight in the film has been the intense car fight scene between Detective Elena Cole (Danielle Deadwyler) and Agent Alcott (Logan Marshall-Green) in Carry-On. This was beautifully done in terms of combining stunt work, meticulous choreography, and cutting-edge visual effects. The stage was shot on a bluescreen where the VFX studios came together to enhance the scene, including contributions from Barnstorm VFX, BOT VFX, Cantina Creative, Crafty Apes, El Ranchito, RISE, UPP, and Weta FX.Under the guidance of Production VFX Supervisor Bradley Parker and Production VFX Producer Tolly Swallow, the VFX teams effortlessly integrated the actors performances into dynamic, high-speed action sequences. The studios worked together to create the illusion of a moving vehicle surrounded by a bustling cityscape, while enhancing every punch, kick, and crash with detailed effects.From making reflections on the car windows to blend practical stunts with CG enhancements, it has resulted in a fight scene that is visually impressive and high octane to keep the audience sitting at the edge of their seats. This behind-the-scenes look is a testament to the artistry and precision of the VFX industry.The post Carry-On: Behind the Car Fight appeared first on Vfxexpress.

The visual effects of Dune: Prophecy are nothing short of extraordinary, brought to life by a collective effort from leading VFX studios including Important Looking Pirates, Accenture Song VFX, Image Engine, Raynault VFX, Rodeo FX, The Resistance, Futureworks, and Territory Studio.Led by Production VFX Supervisor Michael Enriquez and Additional VFX Supervisor Brennan Prevatt, the team put in hard work to build sprawling deserts, futuristic cities, and intricate political halls of the Great Houses. Every frame, from stunning environmental builds to seamless particle simulations, is a testament to cutting-edge artistry and technical innovation. The Production VFX Producer, Terron Pratt, ensured smooth coordination across the studios for a unified vision.All these combined efforts made power struggles, ancient traditions, and the mystique of Dune: Prophecy all the more vivid, so audiences became immersed in this iconic and breathtaking world.The post How the Dune: Prophecy Visual Effects Were Made appeared first on Vfxexpress.

Living spaces are arranged around a central courtyard at this house in Valencia, Spain, which local studio Viruta Lab has designed to celebrate the legacy of influential feminist artist ngela Garca Codoer.Casa Gesso aims to establish a dialogue between contemporary architecture and some of the pioneering work created by the artist in the 1970s, deconstructing how women were traditionally portrayed in Spanish society.Viruta Lab has completed Casa Gesso in ValenciaViruta Lab founders David Puerta and Mara Daroz are fans of Garca Codoer, who is best known for her collages, screen prints and acrylic paintings featuring stylised depictions of the female form.Garca Codoer was also Puerta's professor at the Valencia School of Architecture and later his mentor at the university's Artistic Heritage Fund.The home consists of two volumes with different heightsHe explained that the artist's approach to colour and form informed the material palette and minimalist aesthetic of the house, which he described as a "habitable blank canvas" for reflecting on her work."In essence, it is a home that allows one to inhabit the ideas of ngela Garca Codoer and demonstrates that residential spaces can also be conceived for reflection and questioning established norms," the duo said.The 145-square-metre property in the suburb of Picanya is composed of two volumes that reflect the different heights of the neighbouring buildings.The living spaces are arranged around a central courtyardThe main living spaces are contained within a one-and-a-half-storey high structure that adjoins a two-storey high block housing the bedrooms and bathrooms.The building's facades are clad with vertical bone-white porcelain tiles chosen to evoke the traditional washhouses that once housed local artists' studios.Timber joinery lines the wall connecting the two volumesA courtyard at the centre of the house provides natural light and ventilation to the living room and kitchen-dining room located on either side.This space is clad with the same porcelain tiles as the facades to create a sense of continuity between interior and exterior, while a section of the adjacent hallway floor is finished with slimline tiles to match the courtyard's surface.A painting from Garca Codoer's Morfologas series dominates the kitchen"The day area sequence is composed of three completely pure architectural prisms, geometrically and visually uninterrupted, with the second being a void positioned between two solids, emphasising views through transparency," Puerta told Dezeen."These volumes are designed as perfect spaces of calm and contemplation, suitable for working or exhibiting artworks like an exhibition hall, thus projected with half-height ceilings."Read: lvaro Siza steps orange-hued concrete home into sloped site in BarcelonaEach of the living spaces in Casa Gesso was inspired by a particular series in Garca Codoer's oeuvre, with furniture, fabrics and artificial lighting chosen to reinforce their different themes."Within the design's rich details, the effect of calm and unity allows ngela Garca Codoer's work to dominate the space, becoming the architectural protagonist, supported by changing elements like light that make their nuances vibrate in diverse ways," said Daroz.Each living space is inspired by a series from Garca Codoer's workThe living room at the home's entrance houses a 1979 work from her Labores series exploring traditionally female handicrafts, which Viruta Lab referenced through the inclusion of rugs, upholstery elements and decorative details that evoke cross-stitch.A painting from the 1973 Morfologas series, in which Garca Codoer deconstructed the way women are portrayed in Spanish society, features in the kitchen. Here, rounded forms recall the sinuous shapes found in the paintings, while a female bust provides a focal point in the courtyard.A wall that extends the full length of the house and separates its two programmatic volumes is lined with storage that incorporates a door leading to a concealed staircase connecting the two floors.The living room houses a 1979 work from her Labores seriesThe main bedroom houses a 1974 collage from the Misses series, which denounced the objectification of women in beauty pageants. The work is paired with a tweed headboard alluding to the meticulous "construction" of the female image, as well as the artist's collage work.A pared-back material palette creates a sense of warmth and neutrality throughout the interior. Large-format porcelain tiles used for the floors are complemented by the natural tone of the stained-oak cabinetry, while upholstery introduces a softer element to the scheme.The Misses series informed the interior of the primary bedroomThe architects told Dezeen that the way Casa Gesso is organised and decorated results in spaces that are suitable for observing and experiencing Garca Codoer's work, without explicitly feeling like an exhibition."Architecture, with its constraints, was designed to perfectly respond to the initial concept, and together with materiality, they cohesively created this universe of reflection," Daroz said."Spaces possess specific functions and are created for activities but we attempted to blur the rigid lines limiting them, enabling them to serve purposes beyond their initial design."The same tiles found in Cassa Gesso's courtyard also feature in the bathroomDaroz and Puerta founded Viruta Lab in 2020 as a reflection of their shared artistic and architectural passions. The studio aims to deliver organic, warm and timeless spaces that balance function with emotion.Previous projects by Viruta Lab include the renovation of a former fisherman's house in Valencia's El Cabanyal neighbourhood, featuring chequerboard tiles that reference the building's nautical heritage.The photography is by David Zarzoso.The post Casa Gesso is a "habitable blank canvas" for reflecting on feminist art appeared first on Dezeen.

Brooklyn-based studio Group Projects Architecture has nestled a long gabled house clad in corrugated metal in a meadow in North East, New York.The 2,800-square-foot (260-square metre) house sits in a clearing on a 30-acre wooded parcel looking out to the Catskills Mountains. The team set the house below a rocky ridge to shield it from prevailing winds, opting for a more serene and secluded location that didn't require clearing existing trees.Group Projects Architecture has completed a long, gabled house in New York stateResidents approach the longitudinal house, which sits parallel to the ridge, from a winding driveway on the ridge that descends into the clearing, which also holds a guest house and pool.Group Projects Architecture excavated a section of land from the downslope of the ridge and cast a concrete wall to form a narrow, intimate forecourt and outdoor room between the house and the slope, "offering a contrasting experience to the wide-open meadow setting to the building's west".A concrete wall was cast between the house and the slope next to itThe main and guest houses are muted black, gable-shaped structures with steep roofs and long overhangs, allowing the colours and textures of the site to serve as the foreground of the design."This was achieved by taking a totalized approach to the exterior materials, cladding the buildings' facades and roof surfaces in the same black corrugated metal," the team said. "The waves of corrugation give subtle texture to the forms."The buildings' facades and roof surfaces are clad in black corrugated metalThe long sides of the house are opened with floor-to-ceiling glass, while the short sides are punctuated with symmetrical, rectangular windows."Open eaves at the roof express black painted rafter tails, supplying another layer of detail and rhythm to the project."Read: Agricultural sheds inform metal home in Taiwan by Studio TngtetshiuThe central entrance hall divides the private primary sleeping spaces on the north side of the plan from the communal areas and secondary bedrooms on the south."To add variation to spaces within the home, the ceiling above the living, kitchen and dining room has been given a gable-shaped vault, while the private rooms have more intimate ceiling heights," the team said. "The vault's eaves and peak are softened into gentle curves, diffusing the light spilling onto its surfaces, giving it a cloud-like appearance."The short ends of the house are punctuated with rectangular windowsThe home's long exposures maximise views out to the east and west, through two wide banks of sliding glass doors.Four linear blocks of millwork wrapped in warm Douglas fir veneer with varying heights and tints float in the communal space, designating the boundaries between public and private areas of the house and containing core elements.The blocks house the attic stair, conceal the kitchen appliances, serve as the kitchen counter and enclose the living room fireplace the latter two of which incorporate cast-in-place concrete for durability and fire suppression.The interiors feature grey concrete floors and aluminium sliding door framesThe remainder of the interior palette includes white walls and ceilings, grey concrete floors and dark bronze-coloured aluminium sliding door frames.Other black-clad homes recently completed in the state of New York include a solar-powered house in the Catskills by Marc Thorpe Design and a set of "cousin" gabled buildings on a renovated farm property by Worrell Yeung.The photography is by Nicholas Venezia.The post Group Projects Architecture clads Catskills house in corrugated metal appeared first on Dezeen.

When your computer runs out of juice, it can ruin your day. So follow these 10 tips to make a laptop battery last longer.

Framework laptops buck the industry trend and offer true modular design.

The field of Natural Language Processing (NLP) has made significant strides with the development of large-scale language models (LLMs). However, this progress has brought its own set of challenges. Training and inference require substantial computational resources, the availability of diverse, high-quality datasets is critical, and achieving balanced utilization in Mixture-of-Experts (MoE) architectures remains complex. These factors contribute to inefficiencies and increased costs, posing obstacles to scaling open-source models to match proprietary counterparts. Moreover, ensuring robustness and stability during training is an ongoing issue, as even minor instabilities can disrupt performance and necessitate costly interventions.DeepSeek-AI just gave a Christmas present to the AI world by releasing DeepSeek-V3, a Mixture-of-Experts (MoE) language model featuring 671 billion parameters, with 37 billion activated per token. The model builds on proven architectures such as Multi-Head Latent Attention (MLA) and DeepSeekMoE, which were refined in earlier versions. DeepSeek-V3 has been trained on an extensive dataset of 14.8 trillion high-quality tokens, ensuring a broad and diverse knowledge base. Importantly, the model is fully open-source, with accessible models, papers, and training frameworks for the research community to explore.Technical Details and BenefitsDeepSeek-V3 incorporates several innovations aimed at addressing long-standing challenges in the field. Its auxiliary-loss-free load balancing strategy ensures efficient distribution of computational loads across experts while maintaining model performance. The adoption of a multi-token prediction training objective enhances data efficiency and facilitates faster inference through speculative decoding. Additionally, FP8 mixed precision training improves computational efficiency by reducing GPU memory usage without sacrificing accuracy. The DualPipe algorithm further minimizes pipeline bubbles by overlapping computation and communication phases, reducing all-to-all communication overhead. These advancements enable DeepSeek-V3 to process 60 tokens per second during inferencea significant improvement over its predecessor.Performance Insights and ResultsDeepSeek-V3 has been rigorously evaluated across multiple benchmarks, demonstrating strong performance. On educational datasets like MMLU and MMLU-Pro, it achieved scores of 88.5 and 75.9, respectively, outperforming other open-source models. In mathematical reasoning tasks, it set new standards with a score of 90.2 on MATH-500. The model also performed exceptionally in coding benchmarks such as LiveCodeBench. Despite these achievements, the training cost was kept relatively low at $5.576 million, requiring only 2.788 million H800 GPU hours. These results highlight DeepSeek-V3s efficiency and its potential to make high-performance LLMs more accessible.ConclusionDeepSeek-V3 represents a meaningful advancement in open-source NLP research. By tackling the computational and architectural challenges associated with large-scale language models, it establishes a new benchmark for efficiency and performance. Its innovative training methods, scalable architecture, and strong evaluation results make it a competitive alternative to proprietary models. DeepSeek-AIs commitment to open-source development ensures that the broader research community can benefit from its advancements. Check out the Paper, GitHub Page, and Model on Hugging Face. All credit for this research goes to the researchers of this project. Also,dont forget to follow us onTwitter and join ourTelegram Channel andLinkedIn Group. Dont Forget to join our60k+ ML SubReddit. Asif RazzaqAsif Razzaq is the CEO of Marktechpost Media Inc.. As a visionary entrepreneur and engineer, Asif is committed to harnessing the potential of Artificial Intelligence for social good. His most recent endeavor is the launch of an Artificial Intelligence Media Platform, Marktechpost, which stands out for its in-depth coverage of machine learning and deep learning news that is both technically sound and easily understandable by a wide audience. The platform boasts of over 2 million monthly views, illustrating its popularity among audiences. [Download] Evaluation of Large Language Model Vulnerabilities Report (Promoted)

How to Deploy ML Models in Production (Flawlessly) 0 like December 26, 2024Share this postLast Updated on December 27, 2024 by Editorial TeamAuthor(s): Richard Warepam Originally published on Towards AI. 4 Things to Keep in Mind Before Deploying Your ML ModelsThis member-only story is on us. Upgrade to access all of Medium.If you are not a member, read the full article here.Source: Image By AuthorAs a Cloud Engineer, Ive recently collaborated with a number of project teams, and my primary contribution to these teams has been to do the DevOps duties required on the GCP Cloud.To learn more about me, read the following:Am I Going in the Right Direction?medium.comRegardless of the project, it might be software development or ML Model building. My main goal as a DevOps Cloud Engineer is to achieve four objectives. What are they?ReliabilityScalabilitySecurity andMaintainabilityIn this article, Ill highlight four things you should bear in mind while deploying your ML models in production because the framework Im providing will help you achieve all four of the goals I described before.First and foremost, how can we ensure the reliability of machine learning models? Ill say, employ version control systems.But how does it do? To better understand this, lets define version control systems. Version control is used to keep track of different versions of your software or models.So, if we can track and control these versions when a version fails after production, we can still utilize the most stable 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