Before we know it summer will be here, but don't wait for the hotter days to arrive to realize that your pool is in a state of disarray. The Aiper Scuba X1, priced at 1,399, is an ideal solution to help get your pool ready for action. The Scuba X1 is essentially the full package when it comes to cleaning your pool, taking care of everything for you. Aiper's robotic pool cleaner can provide everyday maintenance, saving you countless hours and money spent on other solutions. Each morning or evening, you can automate the Aiper Scuba X1 to scrub the pool bottom and walls free of algae and dirt, and scrub the waterline for any hair, leaves, sticks, and any other grime that blew into or otherwise ended up in the water.

Time series analysis is crucial for understanding dynamics of complex systems. Recent advances in foundation models have led to task-agnostic Time Series Foundation Models (TSFMs) and Large Language Model-based Time Series Models (TSLLMs), enabling generalized learning and integrating contextual information. However, their success depends on large, diverse, and high-quality datasets, which are challenging to build due to regulatory, diversity, quality, and quantity constraints. Synthetic data emerge as a viable solution, addressing these challenges by offering scalable, unbiased, and high-quality alternatives. This survey provides a comprehensive review of synthetic data for TSFMs and TSLLMs, analyzing data generation strategies, their role in model pretraining, fine-tuning, and evaluation, and identifying future research directions.

Role requiring'No experience data provided' months of experience in Houston About VLink: Started in 2006 and headquartered in Connecticut, VLink is one of the fastest-growing digital technology services and consulting companies. Since its inception, our innovative team members have been solving the most complex business, and IT challenges of our global clients. Client is looking for a Data Architect who is primarily an individual contributor but can be responsible for a small team. Main scope of work is to provide solution architecture development, consultancy and assurance to projects, making sure applications are well designed and conform to client standards and reference/segment architectures. Translates the guidelines and standards into practice and solves common technical challenges and provides technical recommendations which have a perceptible impact on local business performance; actively drives the identification, development and implementation of new technologies and opportunities to optimise technology/IT systems. May represent the Company externally as a subject matter expert with suppliers, customers and external agencies. Empowered to make decisions on solutions within guidelines. Applies TOE standards and raises step-outs if needed. Understands the IT Strategic Roadmap and applies within the context of their organisational assignment.

BE PART OF BUILDING THE FUTURE. What do NASA and emerging space companies have in common with COVID vaccine R&D teams or with Roblox and the Metaverse? The answer is data, -- all fast moving, fast growing industries rely on data for a competitive edge in their industries. And the most advanced companies are realizing the full data advantage by partnering with Pure Storage. Pure's vision is to redefine the storage experience and empower innovators by simplifying how people consume and interact with data.

BE PART OF BUILDING THE FUTURE. What do NASA and emerging space companies have in common with COVID vaccine R&D teams or with Roblox and the Metaverse? The answer is data, -- all fast moving, fast growing industries rely on data for a competitive edge in their industries. And the most advanced companies are realizing the full data advantage by partnering with Pure Storage. Pure's vision is to redefine the storage experience and empower innovators by simplifying how people consume and interact with data.

A robot vacuum can be a big purchase for your home, depending on the model you get. While there are plenty of affordable machines out there, you'll have to spring for a higher-end one if you want features like home mapping and stronger suction power. But you can save hundreds on some Roborock robot vacuums at Amazon right now thanks to a new one-day sale that knocks up to $280 off certain devices. You'll get the highest discount on the Roborock S6 Pure, which is $280 off and down to $320, while the Roborock S7 is $170 off and down to $480. The cheapest of the bunch, the Roborock E4, is $140 off and down to a record low of $160.

BE PART OF BUILDING THE FUTURE. What do NASA and emerging space companies have in common with COVID vaccine R&D teams or with Roblox and the Metaverse? The answer is data, -- all fast moving, fast growing industries rely on data for a competitive edge in their industries. And the most advanced companies are realizing the full data advantage by partnering with Pure Storage. Pure's vision is to redefine the storage experience and empower innovators by simplifying how people consume and interact with data.

Pure Storage (NYSE: PSTG), the IT pioneer that delivers storage as a service in a multicloud world, today announced its role in Meta's new AI Research SuperCluster (RSC), which Meta believes will be the fastest AI supercomputer in the world. Just announced, RSC is helping Meta's AI researchers build new and better AI models that can learn from trillions of examples, work across hundreds of different languages, seamlessly analyse text, images and video together, develop new augmented reality tools and much more. RSC will pave the way towards building technologies for Meta's next major computing platform, the metaverse, where AI-driven applications and products will play an important role. Meta chose Pure as it needed a storage partner that can deliver robust and scalable storage capabilities to power RSC. With FlashArray and FlashBlade, RSC will have unparalleled performance to rapidly analyse both structured and unstructured data, underpinned by Pure's foundation of simplicity, reliability and sustainability.

NetApp and Nvidia have introduced a combined AI reference architecture system to rival the Pure Storage-Nvidia AIRI system. It is aimed at deep learning and, unlike FlexPod (Cisco and NetApp's converge infrastructure), has no brand name. Unlike AIRI, neither does it have its own enclosure. A NetApp and Nvidia technical whitepaper – Scalable AI Infrastructure Designing For Real-World Deep Learning Use Cases (PDF) – defines a reference architecture (RA) for a NetApp A800 all-flash storage array and Nvidia DGX-1 GPU server system. There is a slower and less expensive A700 array-based RA.