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How Cloud GPUs Are Powering the AI Revolutionby@rajeevbera
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How Cloud GPUs Are Powering the AI Revolution

by Rajeev BeraOctober 11th, 2023
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The rapid advancement of Artificial Intelligence (AI) has led to an increased demand for powerful computational resources, with Graphics Processing Units (GPUs) playing a vital role in AI's development. However, the rising cost of GPUs has made them less accessible. Cloud GPUs, which are GPUs available over the internet, have emerged as a solution to this problem, making AI more accessible. These cloud-based GPUs are flexible and can scale to meet the computational needs of AI tasks, contributing to AI's speed and efficiency. They are pivotal in machine learning and can aid companies in data management, safety, and security. Leading companies like NVIDIA are adopting Cloud GPUs to create smarter and safer AI projects. Overall, Cloud GPUs are essential for the continued progress of AI and its applications across various industries.
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Lately, we've seen big changes making different types of work and our understanding of technology really different. This big wave of change is because of something called Artificial Intelligence (AI). AI is growing super fast, but it needs something to help it work - that's where Graphics Processing Units (GPUs) come in.


GPUs were first made to make pictures and games look better on computers, but now they're like the superpower for AI. They're really good at doing lots of math stuff simultaneously because they have many parts working together.


But there's a problem: since everybody wants GPUs, they're becoming more expensive, which means they're harder to get for companies and people who want to create new stuff. Because they're so important now, the cost is going up a lot.


But don't worry, there's a cool fix: Cloud GPUs!


This is like borrowing someone else's GPU on the internet. It solves the problem for people who want to get into AI but find it too expensive. Cloud GPUs are smart because they change with what people need, and they make it possible for more people to join in and do cool things with AI.


Understanding How GPUs Help AI


Today, data is super important, and AI keeps it safe. But AI needs strong computers to work right, and that's where GPUs come in.


In the past, we used something called Central Processing Units (CPUs) for all our computer tasks. But the jobs needed for AI are big and need to be done all at once, so we needed something stronger. That's when NVIDIA, a big company that makes GPUs, showed how their "NVIDIA H100 NVL" can help large AI models (like ChatGPT) work faster and better. This means GPUs are perfect for the heavy-duty work AI needs, making things faster and smarter.


If we ignore how important GPUs are for AI, we're missing out on a lot of cool things they can do. Companies that want to be the best have to use GPUs to not just keep up but to lead the way in new advancements.


Ian Buck, a big boss at NVIDIA, talked about how using GPUs from the cloud (which means getting them over the internet) is super efficient for AI tasks. He mentioned that these online GPUs feel just like using real ones but don't have extra costs.


Using GPUs from the cloud means companies can handle the challenges that come with real, physical GPUs. It helps them keep up with changes and be leaders in creating new and adaptable stuff in their field.


The Advantages of Cloud GPUs

Cloud GPUs are like super cool, powerful tools in the computer world, making a big splash, especially now when Artificial Intelligence (AI) is the big boss. Let's check out why Cloud GPUs are so awesome and why they're really important for the super-smart AI stuff everyone's talking about.


Technology is growing super fast, and it's really important to be able to change and get better along with it. Old-fashioned GPUs (those are computer parts that make games and videos look good) are having a hard time handling all the new tasks that AI programs are asking them to do. AI tasks need a lot of power, and this is a big problem. But, there's something called Cloud GPUs that can help. They're special because they can get bigger or smaller depending on how much power is needed, making them perfect for these tough AI tasks.


AI is super cool and shouldn't just be for some people. Cloud GPUs let more folks use AI's brainpower without needing fancy setups. This means everyone can have a chance to use it, not just people who have certain specialized equipment.

How Cloud GPUs Are Used in Real Life

Let's explore how cloud GPUs help make AI smarter, protect our information, and speed up progress in different kinds of jobs.


Companies need to understand how much stronger and smarter their systems can get with machine learning, especially now when computer safety is really important. In the past, to make these systems learn and improve, we mostly used something called CPUs in computers. But now, there's something new and better called cloud GPUs, which make everything work faster and safer. Big tech helpers likeAWS give these special GPU tools that make learning super quick for complicated systems.


Also, teaching computers to learn on their own has become more complex, and there are online dangers all around us. A security expert from Exabeam explained that managing security records uses special cloud technology to quickly collect, sort, keep, and look through data. This shows why fast, large-scale safety steps taken in the cloud are crucial for protecting our information and dealing with dangers.


Generative AI is like a super-creative brain that's changing how businesses work all around the world. But to really use its full power, we need to change the old ways we use computers.


Big tech companies, especially one called NVIDIA, are helping make this change. They use something called "Cloud GPUs," which are like super-powerful computer brains in the sky. These help people create smarter and safer AI projects.


Another important person at NVIDIA, who takes care of their super-fast computing stuff, said that these cloud GPUs are great because they let people who know a lot about data and computers "create, teach, and use AI models of any size." That means these tools can help with little tasks or really big projects, all because of the power of cloud computing!


Conclusion

Technology keeps changing super fast, so companies must keep up to make cool new things. Everyone is trying to get ahead in AI, but it's tough because it costs a lot and needs a ton of computer power. But there's good news! Cloud GPUs have come into the picture, and they could change everything because they let us do things we once thought impossible. For companies to really use AI, cloud GPUs need to be something they can actually get and afford.


Thanks to cloud GPUs, companies can think really big and work on projects that need a lot of resources. This kind of power is helping move forward ideas that were stuck before, helping everything grow, and leading to discoveries. With cloud GPUs helping out, people think AI projects can go even further than we've seen. We're at the start of something new that can let AI show what it's really capable of, and the future looks really exciting.