Best Infrastructure-as-a-Service (IaaS) Providers for PyTorch

Google Cloud is an online service that lets you create everything from simple websites to complex apps for businesses of any size. Customers who are new to the system will receive $300 in credits for testing, deploying, and running workloads. Customers can use up to 25+ products free of charge. Use Google's core data analytics and machine learning. All enterprises can use it. It is secure and fully featured. Use big data to build better products and find answers faster. You can grow from prototypes to production and even to planet-scale without worrying about reliability, capacity or performance. Virtual machines with proven performance/price advantages, to a fully-managed app development platform. High performance, scalable, resilient object storage and databases. Google's private fibre network offers the latest software-defined networking solutions. Fully managed data warehousing and data exploration, Hadoop/Spark and messaging.

Microsoft Azure is a cloud computing platform that allows you to quickly develop, test and manage applications. Azure. Invent with purpose. With more than 100 services, you can turn ideas into solutions. Microsoft continues to innovate to support your development today and your product visions tomorrow. Open source and support for all languages, frameworks and languages allow you to build what you want and deploy wherever you want. We can meet you at the edge, on-premises, or in the cloud. Services for hybrid cloud enable you to integrate and manage your environments. Secure your environment from the ground up with proactive compliance and support from experts. This is a trusted service for startups, governments, and enterprises. With the numbers to prove it, the cloud you can trust.

Alibaba Cloud is a business unit of Alibaba Group (NYSE : BABA). It provides a complete suite of cloud computing services that can be used to power both international customers' online businesses as well as Alibaba Group's own ecommerce ecosystem. In January 2017, Alibaba Cloud was made the official Cloud Services Partner by the International Olympic Committee. We are constantly working towards our vision to make it easier to do business with anyone, anywhere in the world, by leveraging and improving the latest cloud technology. Alibaba Cloud offers cloud computing services to large and small businesses, individuals, and the public sector in more than 200 countries and regions.

Amazon Elastic Inference allows for low-cost GPU-powered acceleration to Amazon EC2 instances and Sagemaker instances, or Amazon ECS tasks. This can reduce the cost of deep learning inference by up 75%. Amazon Elastic Inference supports TensorFlow and Apache MXNet models. Inference is the process by which a trained model makes predictions. Inference can account for as much as 90% of total operational expenses in deep learning applications for two reasons. First, standalone GPU instances are usually used for model training and not inference. Inference jobs typically process one input at a time and use a smaller amount of GPU compute. Training jobs can process hundreds of data samples simultaneously, but inference jobs only process one input in real-time. This makes standalone GPU-based inference expensive. However, standalone CPU instances aren't specialized for matrix operations and are therefore often too slow to perform deep learning inference.