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Microsoft harnesses the cloud for quantum at scale – Microsoft Azure …

Today, Microsoft announced a significant quantum advancement and made our new Integrated Hybrid feature in Azure Quantum available to the public. This new functionality enables quantum and classical compute to integrate seamlessly together in the clouda first for our industry and an important step forward on our path to quantum at scale. Now, researchers can begin developing hybrid quantum applications with a mix of classical and quantum code together that run on one of todays quantum machines, Quantinuum, in Azure Quantum.

Classical computing has come a long way over the past century to be extraordinarily versatile and has transformed every industry. Even though it will continue to advance, there are certain problems it will never be able to solve. For computational problems that require closely modeling the phenomena of quantum physics, quantum computers will complement classical computers, creating a hybrid architecture that leverages the best characteristics of each design.

The quantum industry has long understood that quantum computing will always be a hybrid of classical and quantum compute. In fact, it was a key discussion point during this weeks annual American Physical Society (APS) March Meeting in Las Vegas. However, our industry is just starting to grapple with, and design for, the future of hybrid classical and quantum compute at scale in the public cloud. At Microsoft, we are architecting a public cloud with Azure that enables scaled quantum computing to become a reality and then seamlessly delivers the profound benefits of it to our customers. In essence, AI, high-performance computing, and quantum are being co-designed as part of Azure, and this integration will have an impact in three important and surprising ways in the future.

Quantum at scale is required for scientists to help solve the hardest, most intractable problems our society faces, like reversing climate change and addressing food insecurity. Based on what we know todaylargely through our resource estimation work, a machine capable of solving such problems will require at least one million stable and controllable qubits. Microsoft is making progress on a machine capable of this scale every day.

A fundamental part of our plan to reach scale is to integrate our quantum machine alongside supercomputing classical machines in the cloud. A driving force of this design is the reality that the power of the cloud is required to run a fault-tolerant quantum machine. Achieving fault tolerance requires advanced error correction techniques, which basically means making logical qubits from physical qubits. While our unique topological qubit design will greatly enhance our machines fault tolerance, advanced software and tremendous compute power will still be required to keep the machine stable.

In fact, to achieve fault tolerance, our quantum machine will be integrated with peta-scale classical compute in Azure and be able to handle bandwidths between quantum and classical that exceed 10-100 terabits per second. At every logical clock cycle of the quantum computer, we need this back and forth with classical computers to keep the quantum computer alive and yielding a reliable output solution. You may be surprised with this throughput requirement, but what fault tolerance means for quantum computing at scale is that a machine has to be able to perform a quintillion operations while making at most one error.

To put this number into perspective, imagine each operation was a grain of sand. Then for the machine to be fault tolerant, only a few grains of sand out of every grain of sand on earth could be faulty. Clearly, this type of scale is only enabled by the cloud, making Azure both a key enabler and differentiator of Microsofts strategy to bring quantum at scale to the world.

An incredible benefit of the rise of classical public cloud services is that scientists are able to achieve more at lower costs right now through the power of the cloud. For example, scientists from Microsoft, ETH Zurich, and the Pacific Northwest National Laboratoryhave recently presenteda new automated workflow to leverage the scale of Azure to transform R&D processes in quantum chemistry and materials science. By optimizing the classical simulation code and re-factoring it to be cloud-native, the team achieved 10 times cost reduction for the simulation of a catalytic chemical reaction.These benefits will continue to grow as classical compute capabilities across the cloud advance even further.

Increasingly, we see great potential for high-performance computing and AI to accelerate advancements in chemistry and materials science. Near term, Azure will empower R&D teams with scale and speed. And long term, when we bring our scaled quantum machine to Azure, it will enable greater accuracy in modeling new pharmaceuticals, chemicals, and materials. The opportunity to unlock progress and growth is tremendous when you consider that chemistry and materials science impact 96 percent of manufactured goods and 100 percent of humanity. The key is to move to Azure now to both accelerate progress and future-proof your investments, as Azure is the home of Microsofts incredible AI and high-performance computing capabilities today, and for our scaled quantum machine in the future.

It is only when a quantum machine is designed alongside of, and integrated with, the AI supercomputers and scale of Azure, that we will be able to realize the greatest impacts from computing. With Azure, innovators will be able to design and execute a new class of impactful cloud applications that seamlessly bring together AI, HPC, and quantum at scale. For example, imagine the impactful applications in the future that will enable researchers with the scale of AI to sort through massive data sets, the insights from HPC to narrow down options, and the power of quantum at scale to improve model accuracy. These scenarios will only be possible in one application because of the seamless integration of HPC, AI, and quantum in Azure. Realizing this unprecedented opportunity requires advancing this deep integration in Azure today. As we bring HPC and AI together for advanced capabilities, we are also expanding the classical and quantum integration available right now.

Today, Microsoft took a significant step forward towards this vision by making our new Integrated Hybrid feature in Azure Quantum available to the public.

The ability to develop hybrid quantum applications with a mix of classical and quantum code together will empower todays quantum innovators to create a new class of algorithms. For example, now developers can build algorithms with adaptive phase estimation that can take advantage of performing classical computation, and iterate and adapt while physical qubits are coherent. Students can start learning algorithms without drawing circuits, and by leveraging high-level programming constructs such as branching based on qubits measurements (if statements), loops (for), calculations, and function calls. Additionally, scientists can now more easily explore ways to advance quantum error correction at the physical level on real hardware. Taken together, a new generation of quantum algorithms and protocols that could only be described in scientific papers can now run elegantly on quantum hardware in the cloud. A major milestone on the journey to scaled quantum computing has been achieved.

Azure is the place where all of this innovation comes together, ensuring your investments are future-proof. Its the place to be quantum-ready and quantum-safe, and as the cloud scales, so will your opportunity for impact.Please join Mark Russinovich, Chief Technology Officer and Technical Fellow of Azure at Microsoft, and me as we explore the future of the cloud in an upcoming Microsoft Quantum Innovation Series event.

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Microsoft makes it easier to integrate quantum and classical computing …

By default, every quantum computer is going to be a hybrid that combines quantum and classical compute. Microsoft estimates that a quantum computer that will be able to help solve some of the worlds most pressing questions will require at least a million stable qubits. Itll take massive classical compute power which is really only available in the cloud to control a machine like this and handle the error correction algorithms needed to keep it stable. Indeed, Microsoft estimates that to achieve the necessary fault tolerance, a quantum computer will need to be integrated with a peta-scale compute platform that can manage between 10 to 100 terabits per second of data moving between the quantum and classical machine. At the American Physical Society March Meeting in Las Vegas, Microsoft today is showing off some of the work it has been doing on enabling this and launching what it calls the Integrated Hybrid feature in Azure Quantum.

With this Integrated Hybrid feature, you can start to use within your quantum applications classical code right alongside quantum code, Krysta Svore, Microsofts VP of Advanced Quantum Development, told me. Its mixing that classical and quantum code together that unlocks new types, new styles of quantum algorithms, prototypes, sub routines, if you will, where you can control what you do to qubits based on classical information. This is a first in the industry.

Image Credits: Microsoft

This, she argued, is a step in bringing classical and quantum computing together, but also in enabling new error correction protocols. Without this massive amount of classical compute, it wont be possible at least in the foreseeable future to effectively control a quantum machine.

Arguably, the only place you will be able to have scaled-up quantum machines, scaled-up quantum computing will be in a public cloud because its that critical to have that level of scale of classical computing integrated with the quantum machine, Svore explained. She describes the process as a dance, where the classical compute helps choreograph a million qubits to work together simultaneously, all doing their little square dance or hexagon dance, whatever it may be. But to do that, you have to talk to all of these qubits simultaneously, which necessitates these massive compute and bandwidth requirements.

Svore also argues that it takes a lot of classical compute to build the algorithms that are then sent over to the quantum machine which may then also take weeks to run a given computation (and that feedback loop may happen numerous times, too).

With this new Integrated Hybrid feature then, Microsoft is giving developers and researchers the tools to look at what this combination between quantum and classical looks like in practice. Specifically, Svore told me, itll enable them to run a version of the phase estimation algorithm, for example, which is a key algorithm in the quantum computing toolkit. Researchers will soon be able to use Quantinuum hardware available in Azure to test this and then have the classical computer react to data coming back from the quantum machine, for example. Until now, a lot of this was theoretical, but now itll be possible to do it in hardware.

Over time, the role of classical computing in enabling quantum computing has become more widely understood in the industry. Microsoft, of course, argues that its massive cloud will enable it to deliver the kind of classical compute power needed to control these machines. Its obviously not the only player in the market, with Amazon, Google, IBM and others also being able to integrate quantum processors into their massive data centers as well.

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OCEAN POWER TECHNOLOGIES, INC. MANAGEMENT’S DISCUSSION AND ANALYSIS OF FINANCIAL CONDITION AND RESULTS OF OPERATIONS (form 10-Q) – Marketscreener.com

OCEAN POWER TECHNOLOGIES, INC. MANAGEMENT'S DISCUSSION AND ANALYSIS OF FINANCIAL CONDITION AND RESULTS OF OPERATIONS (form 10-Q)  Marketscreener.com

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Researchers From Stanford And DeepMind Come Up With The Idea of Using Large Language Models LLMs as a Proxy Reward Function – MarkTechPost

Researchers From Stanford And DeepMind Come Up With The Idea of Using Large Language Models LLMs as a Proxy Reward Function  MarkTechPost

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How to use shared family cloud storage – Microsoft 365

Getting everyone in your family on the same page saves time and makes it easier to stay connected and stay togetherand its simpler than you think.

So where to begin? The cloud, of course!

First, you have to figure out what cloud provider to usemaking sure its one that lets you share your account with multiple people. Its also best to pick one that lets you collaborate across the popular apps everyone uses, like Word, Excel, etc.

Soon, youll be sharing files, photos, slideshows and moreand putting your family cloud storage to good use. Here are just a few examples of the family-friendly things you can do:

Cloud storage makes it easy to collaborate on documents, files and more. Imagine sharing a spreadsheet via the cloud with your partner or roommate to keep tabs on rent or mortgage payments, utilities, and other household budgetary expenses. No need to send a hefty file. Just a simple link will do.

You can even create family groups or groups of any kindgiving you one-click sharing capabilities. Just build and name the group (e.g. Smith Family in Phoenix) and when youre ready to share something, its as easy as 1-2-3. Just click on your group and share away. Not ready to share with the whole group? You can pick individuals, as well. You can also customize everyones level of access and edit permissions.

The next time your family returns from an epic summer vacation, instead of emailing and/or texting photos and videos from the trip, put everything in a shared folder on the cloud. Now anyone in your group can access the footage or upload their own. You can add or delete captions, tags, and comments and control permission settings for others to do the same. With all these great memories at your fingertips, hand-picking which images you want to download to your local drive or fashion into a keepsake album has never been easier.

Securely store your documents and photos and access them anywhere.

Imaging being able to plan and budget for all those big family gatherings with a little help from everyone! If youre planning a wedding, for example, you can create things like party budgets, seating arrangements, guest lists, music lists and morethen share them with your fianc, parents, future in-laws, family members, friends and more. Best of all, you can get as much (or as little) real-time input as you choose on any or all of it.

Lots of people prefer staying in touch with good, old-fashioned snail mail. That doesnt mean the whole process needs to be old school. A spreadsheet shared in the cloud is an excellent way to manage mailing addresses for holiday cards, party invites and thank-you notes. When saved to the cloud, family and friends can add and edit entries in the shared spreadsheet and easily convert those addresses to mailing labels or envelopes.

Forget the pencil marks on the wall! Imagine tracking your kids growth over time and then sharing it with family and friends. You can do that and more now that you can upload files to the cloud. Or maybe create a shareable photo album showcasing your babys first year with themes ranging from animals to nature scenes in a variety of layouts and frame styles. Now you can manage all your kids important milestones and share them with loved ones. You can even create things like medication and immunization trackers, as well as medical history forms, emergency contact lists and moreall instantly shareable with schools, babysitters, grandparents and other caretakersgiving you the ultimate peace of mind.

You know that sinking feeling of seeing your computer crash, knowing you havent backed it up? With cloud storage, you dont have to worry anymore. Your cloud account will let synchronize files so even if your computer goes kaput at any time, rest assured youll have rock-solid backup of your important documents and family photos. Whew!

(HINT: For those extra sensitive documents like social security cards, mortgage papers, birth certificates, etc. make sure your cloud provider offers a digital high-security vault with added layers of protection, like multifactor authorization and more.)

Who says collaborating and sharing is just for the office? Now you can bring your entire family closer than ever beforethanks to the ability to share meaningful photos, files, vacation slideshows and moreeffortlessly.

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