Your company's GPU computing strategy is essential whether you engage in 3D visualization, machine learning, AI, or any other form of intensive computing.
There was a time when businesses had to wait for long periods of time while deep learning models were being trained and processed. Because it was time-consuming, costly, and created space and organization problems, it reduced their output.
This problem has been resolved in the most recent GPU designs. Because of their high parallel processing efficiency, they are well-suited for handling large calculations and speeding up the training of your AI models.
When it comes to deep learning, good Cloud GPUs can speed up the training of neural networks by a factor of 250 compared to CPUs, and the latest generation of cloud GPUs is reshaping data science and other emerging technologies by delivering even greater performance at a lower cost and with the added benefits of easy scalability and rapid deployment.
This article will provide an overview of cloud GPUs, their applications in artificial intelligence, machine learning, and deep learning, and the top cloud GPU deployment platforms available today.
The Top Cloud GPU Rental Provider: Latitude
- Latitude.sh
- OVH Cloud
- Paperspace
- Vultr
- Vast AI
- Gcore
- Lambda Labs
- Genesis Cloud
- Tensor Dock
- Microsoft Azure
- IBM Cloud
- FluidStack
- Leader GPU
- DataCrunch
- RunPod
- Google Cloud GPU
- Amazon AWS
- Jarvis Labs
1: Latitude.SH)
Establish and manage high-performance bare metal servers within seconds using your existing cloud-native tools.
Latitude.sh provides comprehensive cloud infrastructure services, catering to enterprises seeking scalable, high-performance cloud solutions. Their offerings span from dedicated bare metal servers to advanced cloud acceleration, bespoke builds, efficient storage solutions, and robust network infrastructure. This versatility positions Latitude.sh as a prime choice for companies aiming to enhance their cloud capabilities.
Latitude.sh's features are engineered to address a wide spectrum of business requirements:
These servers offer swift deployment, remote access capabilities, RAID configurations, and a variety of operating systems. They deliver the raw performance of physical servers combined with the flexibility typically associated with virtual environments. This feature is particularly advantageous for businesses requiring substantial computational power without the overhead of virtualization.
Latitude.sh provides GPU instances specifically designed for tasks demanding significant computational resources, such as AI and machine learning. These instances are capable of handling intensive workloads, making them ideal for data scientists and researchers.
This service enables businesses to tailor their infrastructure to specific needs. From selecting RAM capacity to configuring entire racks, Latitude.sh offers a level of customization that can support unique business requirements, whether for startups or large enterprises.
Latitude.sh's storage offerings are constructed using NVMe drives, guaranteeing exceptional performance. These solutions feature fault tolerance and eliminate egress fees, making them ideal for applications sensitive to latency. This is especially beneficial for enterprises handling substantial data volumes that demand swift access and dependable storage.
The enterprise-grade network infrastructure boasts features such as 20 TB bandwidth allocation per server, robust DDoS protection, and private networking capabilities. This comprehensive network setup is crucial for businesses requiring a reliable and secure method to manage high-volume internet traffic.
- Metal: These dedicated servers, equipped with SSD and NVMe disks, provide a balanced combination of performance and security suitable for diverse applications.
- Accelerate: These specialized GPU instances are designed for compute-intensive tasks such as machine learning, delivering the necessary processing power for intricate algorithms.
- Build: This offering enables the deployment of fully automated bare metal servers, tailored to meet each client's unique specifications.
- Storage: A range of high-performance storage options is available, addressing the needs of data-intensive applications.
- 15-second deployment times
- Remote server access
- RAID configuration options
- User data implementation
- SSH Key management
- System reinstallation
- Multiple operating system choices
- Rescue mode functionality
- Custom image support
- Flexible disk layout options
- Upcoming features
- Out-of-band management
- Dedicated single-tenant servers
- High-performance SSD and NVMe storage
- Powerful GPU instances
- Globally distributed edge locations
- Enterprise-grade network infrastructure
- Customizable build options
- Round-the-clock support
- Project organization tools
- Comprehensive user management
- SAML Single Sign-On integration
- Multi-factor Authentication security
- Cryptocurrency payment options
- Customer referral incentives
- Flexible hourly billing
- Detailed event logging
- Generous 20 TB bandwidth per server
- Efficient bandwidth pooling
- Competitive rates for overages
- Programmable network capabilities
- Support for custom IP addresses (BYOIP)
- Isolated IPv4 and IPv6 addressing
- Comprehensive DDoS protection
- Option for additional IP addresses
- Enhanced network observability
- Secure private networking
- Proactive bandwidth alerts
- Elastic IP functionality (Coming Soon)
While Latitude.sh doesn't publish specific pricing details on their website, they operate with a transparent pricing model. The company offers hourly billing, indicating a flexible pay-as-you-go approach. This pricing structure is particularly attractive for businesses seeking cost-effective solutions without the need for long-term commitments.
- Wide array of customizable cloud solutions
- High-performance storage and network capabilities, optimized for data-intensive operations
- Cost savings through absence of egress fees for storage
- Continuous support and intuitive management interfaces
- Lack of publicly available detailed pricing information
Latitude.sh's Accelerate solution provides dedicated instances featuring NVIDIA's H100 GPUs, perfect for deploying high-performance AI infrastructure. This service is designed for companies aiming to rapidly and efficiently deploy AI applications. Key features include:
- NVIDIA H100 GPUs: These state-of-the-art GPUs can accelerate model training up to 9x faster than their predecessors
- Pre-installed Deep Learning Tools: Popular tools like TensorFlow, PyTorch, and Jupyter come pre-configured, streamlining the setup process
- Global Edge Locations: Deploy GPU instances across more than 18 worldwide locations to minimize latency
- API and Integration Ready: A comprehensive API and integrations such as Terraform are available for streamlined operations
- User-friendly Dashboard: Easily manage GPU instances through an intuitive dashboard interface
Latitude.sh offers a globally distributed node infrastructure optimized for Web3 and DeFi projects. This solution caters to blockchain platforms and businesses running Web3 applications. Features include:
- Blockchain-ready Servers: Servers are optimized for operating validator nodes or RPC servers
- Rapid Scalability: Quickly expand to hundreds of nodes across various global regions
- Blockchain-Optimized Instances: Designed for predictable bandwidth costs and consistent performance
- Decentralization Support: Aids in decentralizing Web3 with multiple global locations, including South America
For online gaming, Latitude.sh provides low-latency, high-performance bare metal servers. This solution is tailored for game developers and hosting services. Key aspects include:
- Customized Infrastructure: Server specifications are adapted to suit the needs of different games
- Enhanced Performance: Individual containers offer up to 30% greater compute and I/O performance
- Tailored Connectivity: Solutions for low latency, with a focus on regions like Brazil
- Advanced DDoS Protection: Cutting-edge technology to ensure uninterrupted gaming experiences
Latitude.sh's DDoS protection is engineered to safeguard dedicated servers from various network attack types. This service is vital for businesses looking to secure their online presence. Features include:
- Comprehensive Mitigation: Capability to handle attacks of any scale and form, including TCP, UDP, and ICMP floods
- Managed Defense Systems: Complete protection across layers 3, 4, and 7, with features such as IP blocking and ACLs
- Included at No Extra Cost: Provided with all Latitude.sh servers, ensuring constant protection
Latitude.sh's container solution emphasizes the benefits of running containers on bare metal. This use case is ideal for businesses seeking efficient container deployment. Highlights include:
- VM-free Environment: Reduces the noisy neighbor effect and overhead
- Performance Boost: Up to 30% increase in compute and I/O performance compared to VM-based setups
- Optimized Resource Utilization: Significantly higher resource efficiency, leading to reduced operational costs
The streaming solution from Latitude.sh is designed for on-demand and live media streaming, requiring high performance and transit capacity. This use case is perfect for media companies and streaming services. Key features include:
- Premium Network Quality: Collaborates with local Tier I transit providers for low-jitter, high-throughput connections
- Comprehensive Origin and Edge Services: Rapid content delivery with secure servers and direct connection options to public clouds and CDNs
Here's an overview of the main sections using H3 markdown (###) with appropriately indented subsections:
Harness the power and flexibility of a genuine bare metal cloud platform. Manage and access real-time data about your bare metal fleet through our intuitive API and dashboard.
We maintain control over all aspects of our points of presence, ensuring you have a single, reliable partner for your global presence.
We construct and manage our network across all locations, providing us with enhanced control over its functionality.
Deploy any number of fully automated bare metal servers tailored to your specific requirements.
We're always available to assist with queries and implementation guidance. Reach out to our support specialists at any time.
Organize your resources into logical groups. Create projects to separate various workloads and environments.
Effortlessly add, edit, set permissions, and remove users with a single click.
Access Latitude.sh using your IAM. Our SAML integration facilitates the provisioning and de-provisioning of users.
MFA is offered as an additional security measure for Email and OAuth-based logins.
Cover your Latitude.sh usage costs using cryptocurrency.
Distribute a unique referral link and earn rewards when introducing new users to Latitude.sh.
With our hourly billing system, you only pay for the resources you use during the period they were active.
Utilize our Events feature to easily audit all account activities, from new member additions to changes in your infrastructure resources.
Experience everything you love about the cloud, delivered on bare metal. Fully isolated, single-tenant dedicated servers, free from agents and overhead, powered by automation typically found only in virtual environments.
Launch servers with popular Operating Systems in just 15 seconds. Operating systems that can't be deployed instantly are set up in only 10 minutes.
Establish secure connections to your server's IPMI for out-of-band management.
Deploy servers with RAID 0 or RAID 1 configurations for enhanced data resilience.
Execute arbitrary commands on your server during its initial boot. Leverage variables to dynamically pull device information with minimal effort.
Add unlimited SSH keys and deploy inherently secure servers.
Securely erase all your data and provision the same server with a fresh installation of your chosen operating system.
Deploy any major operating system with a single click, including Windows Server, Ubuntu, Debian, Flatcar, Rocky Linux, and more.
Easily implement changes and recover data in case of SSH access loss to your server.
Utilize iPXE scripts to swiftly deploy your custom image.
Soon, you'll have the ability to select the disk layout that best suits your needs, including OS, swap, data, and custom partitions.
Access your server's Serial Console via SSH if it becomes unreachable through standard SSH. Out-of-band access is the simplest method to initiate a recovery process for your instance.
Enterprise-grade hardware designed to handle the most demanding workloads.
Deploy single-tenant servers for enhanced performance, greater control, and elimination of noisy neighbor risks.
Choose from a range of enterprise-class SSDs and NVMe flash drives.
Latitude.sh Accelerate offers powerful GPU instances capable of handling the most demanding training, fine-tuning, and inference scenarios.
Connect with millions of users globally through Latitude.sh's worldwide, carrier-grade network. Rapidly create private networks, assign elastic IPs, and manage network resources via an easy-to-use dashboard and powerful API.
Enjoy 20 TB of complimentary egress traffic per server each month, automatically added to your monthly bandwidth quota.
Servers within the same region share a pooled bandwidth quota. This eliminates concerns about individual servers and provides a centralized location for managing all traffic-related matters.
Exceeding your quota incurs a cost of just $0.01 per GB. Overage charges only apply when you surpass your quota after bandwidth pooling.
Leverage our API to programmatically create and manage your network resources.
Utilize your own IPv4 and IPv6 prefixes on Latitude.sh servers to adhere to your security and management policies.
All servers are equipped with a set of managed IPv4 and IPv6 addresses. These addresses are completely isolated from other customers.
Benefit from unmetered, high-availability DDoS mitigation through our global scrubbing centers, equipped to handle any distributed attack.
Incorporate additional IPs into your projects and utilize them on any server within the same region.
Gain insights into your individual and aggregated bandwidth usage at a glance. Quickly comprehend your Latitude.sh environment.
Swiftly and effortlessly establish private networks to securely connect servers within the same region. Traffic within private networks is always free of charge.
Receive email notifications when your bandwidth consumption exceeds 80% of your allocated quota.
Create, assign, and remap additional IPv4 and IPv6 addresses to any of your bare metal servers within seconds.
We prioritize the developer experience. Integrate faster and implement changes to your environments using our powerful and user-friendly APIs.
Manage infrastructure resources programmatically with our fully documented RESTful API.
Deploy and version control bare metal servers and other infrastructure resources using Latitude.sh's Terraform Provider.
Utilize our robust, well-documented SDKs to integrate with the Latitude.sh API.
Filter API results using criteria such as case sensitivity, prefixes, suffixes, and content. Sorting functionality is available for nearly all attributes.
So, What are Cloud GPUs?
Let's start with GPUs to get a better grasp on cloud GPUs.
Graphics processing units (GPUs) are specialized electronic circuitry that can rapidly alter and manipulate memory to expedite the generation of images and graphics.
Modern graphics processing units are more effective at image and computer graphics manipulation than conventional central processing units (CPUs) due to their parallel structure (CPUs). The central processing unit (CPU) die, the PC's video card, or the motherboard could all house a GPU.
Massive artificial intelligence (AI) and deep learning tasks can be executed in the cloud using cloud graphics processing units (GPUs). In order to use this function, a GPU is not required.
Popular GPU manufacturers include AMD, NVIDIA, Radeon, and GeForce.
Have an idea and want to serve to world 🌎 , create a Webapp and deploy it as a flask , Django etc
| Vendor | Website | Pricing | Free Trial / Free Credits |
|---|---|---|---|
| Deta | https://www.deta.sh/ | pricing 🏷️ | Free plan available |
| Digital Ocean | https://www.digitalocean.com | Pay as you go | Free $100 credits with github student pack |
| Glitch | https://glitch.com | - | - |
| Heroku | https://www.heroku.com | pricing 🏷️ | Free plan (model<500MB) |
| PythonAnywhere | https://www.pythonanywhere.com/ | pricing 🏷️ | Free Beginner Account Available |
| Render | https://render.com | pricing 🏷️ | - |
| Streamlit For Teams | https://www.streamlit.io/ | pricing 🏷️ | Currently in Beta ( Streamlit Cloud Tool ) |
| Zeit | https://zeit.co | pricing 🏷️ | Free plan available |
A Beautiful marriage 💍 between Machine Learning and DevOps ( A Match Made in Heaven )
Working on Serious Enterprise Level projects that has potential to serve millions of people and make 💰 , leave it to the power ⚡ of DevOps to manage your Machine Learning LifeCycle
| Project / Platform | Website | Pricing | Free Trial / Free Credits |
|---|---|---|---|
| Akira.ai | https://www.akira.ai/mlops-platform/ | pricing 🏷️ | - |
| Algo | https://www.algomox.com/aiops | - | Free Edition Available |
| Algorithmia | https://algorithmia.com/ | pricing 🏷️ | - |
| Allegro | https://www.allegro.ai/ | pricing 🏷️ - for enterprise | Open Source & Enterprise Version |
| Amazon Sagemaker | https://aws.amazon.com/sagemaker/ | pricing 🏷️ | Available for free as part of AWS Free Tier |
| Arrikto | https://arrikto.com/ | - | - |
| ClearML | https://clear.ml | pricing 🏷️ | Free plan available |
| Cnvrg | https://cnvrg.io/platform/mlops/ | pricing 🏷️ | - |
| DataRobot | https://www.datarobot.com/platform/mlops/ | - | $500 of free usage credits across products |
| Flyte | https://flyte.org/ | - | Open Source  Link |
| Google Cloud AI Platform | https://cloud.google.com/ai-platform/ | pricing 🏷️ | - |
| Gradient from Paperspace | https://gradient.paperspace.com/ | pricing 🏷️ | Free GPUs by Gradient |
| Grid.ai | https://grid.ai/ | pricing 🏷️ | $25 free credits + special promo for researchers! |
| HPE - Ezmeral | Solution from HP | - | |
| HPE - GreenLake | Solution from HP | - | |
| Iguazio | https://iguazio.com/mlops/ | - | 14 Day Free Trial |
| KubeFlow ( for k8s ) | https://www.kubeflow.org/ | - | Open Source Link |
| MLFlow | https://mlflow.org/ | - | Open Source |
| Neptune.ai | https://neptune.ai/ | pricing 🏷️ | Freemium |
| Neu.ro | https://neu.ro/ | - | - |
| Seldon Core | https://seldon.io/tech/products/core/ | - | - |
| Valohai | https://valohai.com | pricing 🏷️ | - |
If you are a student or researcher you can get extra credts , contact the provider
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Examesh supports Public Research for free and gives special discount to long-term bookings.
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Paperspace provides $10 of free Gradient° credit fast.ai link
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Do you have a GPU lying around rent your machine to Earn money using Vast.ai*
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Test Drive Nvidia GPU link
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AWS Cloud Credits for Research -link
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Nvidia GPU Grant Program- link
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If you are a Startup then google has you covered wth Startup Program giving you credits from $1000 to $100000 - link
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Google giving cluster of 1000 TPUs to researcher In total, this cluster delivers a total of more than 180 petaflops of raw compute power! techcrunch link - application link
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Google cloud Education Grant - link
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Github Education pack - along with many offers has upto $110 credits for AWS - link
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Watch out on fast.ai Forums to get coupon code for free credits
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Want to use a Super Computer but don't have one, go for Golem - Golem is a decentralized marketplace for computing power. It enables CPUs and GPUs to connect in a peer-to-peer network, enabling both application owners and individual users to rent resources from other users machines, so turbo charge your next model training.
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Hostkey provides grants for research, startups and competition winners link
- Google colab and Kaggle kernels have limited session time
- Most of the gpu providers run on top of AWS , GCP etc so may have more or less same pricing as the latter
- Information given above is best to my searching ability , you may recheck with the provider for pricing and other info
Related reading:
Please add Salad (www.salad.com) to the Cloud GPUs list.
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