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AWS EC2 GPU Guide: Quotas, G5/P4/P5 Instances & Setup (2026)

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Estimated setup time: 10 minutes•Updated for 2026 infrastructure

Start on Amazon Web Services (AWS EC2 AI)
KYC Policy
Credit Card, Phone Verification, Address Validation
Payment Methods
Credit / Debit Card • AWS Invoicing / Credits
Min. Deposit
$0 (Pay as you go)
Billing Model
Per-second billing with high on-demand premiums
Trial Credits
AWS Free Tier (Limited GPU access)
Terminal Access
EC2 Instance Connect, Session Manager, and Direct SSH

What You Need Before Starting

✓AWS Root or IAM Account
✓Approved Service Quota for Running On-Demand G or P Instances
✓AWS CLI configured locally

Step-by-Step Setup Walkthrough

3 Steps to First Run
1

Account Registration & Identity Verification

Step 1 of 3

Complete AWS sign up with phone and credit card verification.

  • •Sign up at aws.amazon.com. Complete automated SMS verification and address verification.
2

Request GPU Service Quota Increase (Mandatory Step)

Step 2 of 3

By default, all new AWS accounts have a ZERO vCPU limit for GPU instances.

  • •Navigate to 'Service Quotas' in the AWS Console.
  • •Search for 'Amazon Elastic Compute Cloud (Amazon EC2)'.
  • •Locate 'Running On-Demand G and VT instances' or 'Running On-Demand P instances'.
  • •Click 'Request quota increase' and request at least 8 to 32 vCPUs. Approval typically takes 2 to 24 hours.
Critical Warning: You cannot launch any G5 (A10G) or P4/P5 (A100/H100) instances without requesting a Service Quota increase first!
3

Launch EC2 GPU Instance with Deep Learning AMI

Step 3 of 3

Deploy an instance with pre-configured NVIDIA drivers.

  • •Go to EC2 → 'Launch Instance'.
  • •Select 'AWS Deep Learning OSS Nvidia Driver AMI (Ubuntu 22.04)'.
  • •Choose instance type: `g5.xlarge` (1x A10G 24GB) or `p4d.24xlarge` (8x A100 40GB).
  • •Select your Key Pair and configure Security Group to allow Port 22 (SSH).

Insider Cost-Saving & Anti-Waste Tactics

#1: Use EC2 Spot instances for up to 70% discounts on G5/G4dn instances.
#2: Stop instances when done and remember that EBS volumes continue to bill until deleted.

Frequently Asked Questions (Amazon Web Services (AWS EC2 AI) Onboarding)

Q:Why is AWS so much more expensive than RunPod or Vast.ai?

AWS includes enterprise SLAs, extensive compliance certifications (HIPAA, FedRAMP, SOC2), global private VPC peering, and deep integration with the wider AWS ecosystem (S3, EKS, SageMaker), which carries a 2x-4x markup over specialized GPU clouds.

Q:How do I request an H100 (p5.48xlarge) quota on AWS?

P5 H100 instances require contacting AWS enterprise support or your designated AWS account manager with a documented business justification and committed spend projection.

Official Developer Onboarding Channel

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