{"id":4870,"date":"2022-08-23T05:27:48","date_gmt":"2022-08-23T05:27:48","guid":{"rendered":"https:\/\/siit.co\/guestposts\/?p=4870"},"modified":"2022-09-23T11:18:15","modified_gmt":"2022-09-23T11:18:15","slug":"5-best-gpu-for-deep-learning","status":"publish","type":"post","link":"https:\/\/siit.co\/guestposts\/5-best-gpu-for-deep-learning\/","title":{"rendered":"5 Best GPU For Deep Learning"},"content":{"rendered":"<p><span data-contrast=\"none\">If you want to do deep learning, then it&#8217;s a good idea to use GPUs. They are more powerful than regular processors. However, not every cloud provider is going to give you a GPU. If you don&#8217;t have one in house then it can be difficult to find one. That&#8217;s why we&#8217;ve compiled this list of the best GPU providers that offer servers with multiple GPUs. You can choose which one works best for your needs!<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><b><span data-contrast=\"none\">A GPU is a powerful processor that is used to handle computationally intensive tasks.<\/span><\/b><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">A GPU is a powerful processor that is used to handle computationally intensive tasks. It&#8217;s typically used for video games and other graphics-related applications, but it can also be used in deep learning systems.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">The benefits of using a GPU include:<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">More efficient use of memory and processing power compared to CPUs or even other GPUs<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">Reduced software licensing costs because they&#8217;re not required to be licensed individually by users as with CPUs or other types of processors<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><b><span data-contrast=\"none\">Deep learning in particular requires lots of GPU and the design of the GPU matters.<\/span><\/b><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">When you&#8217;re designing a deep learning training algorithm, the design of the GPU matters. Specifically:<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<ul>\n<li><span data-contrast=\"none\">GPUs are designed to handle lots of parallel tasks.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<li><span data-contrast=\"none\">GPUs are designed to handle complex mathematical operations.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<li><span data-contrast=\"none\">GPUs are designed to handle a lot of data.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<\/ul>\n<p><span data-contrast=\"none\">The most important thing about these features is that they all work together as one system. It is a type of system that can perform multiple independent operations at once on your data. It is done so as not to slow down when running computations across many threads or cores. This is what makes it possible for your computer&#8217;s processor core to process one task at a time. The benefit here is that you get better results from training faster!<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><b><span data-contrast=\"none\">Doing deep learning means that you need a lot of resources, so a cloud provider makes sense.<\/span><\/b><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">If you\u2019re looking for guidance on how to get started with <a href=\"https:\/\/writeupcafe.com\/efficient-deep-learning-gpu-management-with-runai\/\">deep learning<\/a>, the first thing that should stand out is that it requires a lot of GPUs. GPUs are central processing units (CPUs) designed specifically for graphics processing. They have been used in high-performance computing since the early 1990s.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">For many deep learning applications, you need more than one GPU per training session. This means that if your data set has been stored on HDFS or HBase, it will take longer to complete training. Especially if there is any unsupervised preprocessing involved beforehand.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">The second thing is using cloud providers like AWS or GCP; this way you can easily access resources from any location without having to worry about maintaining servers and paying electricity bills. Cloud providers also make scaling easy. In other words, you can just add more machines when needed without having trouble finding room inside your building&#8217;s walls<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><b><span data-contrast=\"none\">There are several companies offering GPU services in the cloud. Although not all of them will be useful for deep learning.<\/span><\/b><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">There are several companies offering GPU services in the cloud. Although not all of them will be useful for deep learning. Some companies offer better prices, support and other options than others.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">For example:<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">Google Cloud Platform offers an option called Tensor Processing Unit (TPU), which has the same number of NVIDIA\u00ae P100 GPUs as their traditional TPUs but requires a more expensive monthly fee. The cost is $6\/hour or $1,000\/month for a 1-day rental; 10 hours per day costs $0.35\/hour or $150 per month ($300 total). This is less expensive than AWS&#8217; Lambda service but more expensive than IBM Bluemix Machine Learning Engine (MLE) which costs only 0.095c per hour ($20).<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">Microsoft&#8217;s Azure ML Studio has no additional setup fees so you don&#8217;t need to worry about whether your data will fit into their existing format before getting started with deep learning models on AI hardware like GPUs or FPGAs<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<h2><b><span data-contrast=\"none\">The following cloud GPU providers offer a range of servers with GPUs, including servers with multiple GPUs.<\/span><\/b><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/h2>\n<p><span data-contrast=\"none\">You can find <a href=\"https:\/\/www.acecloudhosting.com\/public-cloud-gpu\/\">GPU servers<\/a> from many providers, including:<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">AWS, Google Compute Engine and Microsoft Azure offer GPUs in their cloud services. Paperspace provides a P2P network of GPU instances that can be rented out by other users on the network. And FluidStack offers pre-configured GPU clusters for Deep Learning and Machine Learning purposes.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<h3><b><span data-contrast=\"none\">AWS offers GPU servers up to 8 GPUs and 16 GBs of video memory.<\/span><\/b><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/h3>\n<p><span data-contrast=\"none\">The TPU is a new piece of hardware that Amazon has developed for use with deep learning, but it&#8217;s not quite ready for prime time yet. You can get an idea of how much better these devices are at doing deep learning by looking at their latency numbers. The TPU was designed specifically for this purpose, so if you&#8217;re interested in using one on your machine, you&#8217;ll want to make sure it&#8217;s available before buying any server from AWS.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">AWS also offers T2 instances with two P100 GPUs in them as well as eight E1-8xlarge nodes with two P100s each<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<h3><b><span data-contrast=\"none\">Google Compute Engine offers Tensor Processing Units (TPUs).<\/span><\/b><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/h3>\n<p><span data-contrast=\"none\">TPUs are specialized hardware that are designed for deep learning, and they\u2019re only available in the cloud. Since TPUs are so fast and power-efficient, they can be used to run large applications like AI software. The best part is that you don\u2019t have to buy them\u2014they&#8217;re offered by Google at no additional cost!<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<h3><b><span data-contrast=\"none\">Paperspace offers 4 GPU servers with up to 48 GBs of memory.<\/span><\/b><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/h3>\n<p><span data-contrast=\"none\">Paperspace is a cloud service provider that offers four GPU servers with up to 48 GBs of memory. These will be the most powerful GPUs available on the market, and they&#8217;re perfect for deep learning tasks.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<h3><b><span data-contrast=\"none\">Microsoft Azure offers 16-core servers with up to 6GBs of video memory.<\/span><\/b><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/h3>\n<p><span data-contrast=\"none\">This can be useful if you&#8217;re looking at GPUs that have more CUDA cores than CPU cores, as these tend to be faster and more efficient in deep learning applications. The NVIDIA Tesla P100 is an example of this type of card\u2014it has 2,560 CUDA cores and 24GB GDDR5X memory.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<h3><b><span data-contrast=\"none\">FluidStack provides up to 8-GPU servers with 64GBs of video memory.<\/span><\/b><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/h3>\n<p><span data-contrast=\"none\">FluidStack is a good option for deep learning. The company has servers with 8 GPUs and 64GBs of video memory, which means you can run your deep learning models on a single server.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">FluidStack also has two other options if you want to go even further: You can get 12 GPUs or 24 GPUs in their servers.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><b><span data-contrast=\"none\">There are a number of options for GPU cloud services, but some are better than others if you&#8217;re doing deep learning.<\/span><\/b><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">There are a number of options for GPU cloud services, but some are better than others if you&#8217;re doing deep learning.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">AWS and Google Cloud have the most GPUs and memory, which makes them great for deep learning. They also have an abundance of other valuable resources like CPUs and storage space, so it&#8217;s easy to get started with these platforms if you don&#8217;t need much more than what they offer.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">Microsoft Azure is another good choice because it has close to as many GPUs as AWS and Google combined and that does not include GPU instances or TPUs. You don&#8217;t need any other software besides Kubernetes or ECS clusters running on top of Linux distributions<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<h2><b><span data-contrast=\"none\">Conclusion<\/span><\/b><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/h2>\n<p><span data-contrast=\"none\">If you\u2019re planning on doing deep learning, then there are a number of options for GPU cloud services. The best option depends on your specific needs and budget. But all of these providers offer some form of GPU server with up to 48GBs of video memory. This means that they can handle more data than most servers without getting too expensive.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p>\u00a0<br \/>\n<span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>If you want to do deep learning, then it&#8217;s a good idea to use GPUs. They are more powerful than regular processors. However, not every&#8230;<\/p>\n","protected":false},"author":612,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[557,10],"tags":[1771,1770,1769],"class_list":["post-4870","post","type-post","status-publish","format-standard","hentry","category-info-tech","category-technology","tag-cloud-gpu","tag-deep-learning","tag-gpu"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>5 Best GPU For Deep Learning - SIIT - Tech Guest Posts<\/title>\n<meta name=\"description\" content=\"Learn in detail about GPU and deep learning. You would also learn about 5 best GPUs available for deep learning.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/siit.co\/guestposts\/5-best-gpu-for-deep-learning\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"5 Best GPU For Deep Learning - SIIT - Tech Guest Posts\" \/>\n<meta property=\"og:description\" content=\"Learn in detail about GPU and deep learning. 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