Unlock GPU Cloud in 5 Minutes. Save $10,000+/year.

Step-by-step guide to access, pricing models, and cost optimization

Getting Started How to Access GPU Cloud?

  1. Step 1: Choose a Provider

  2. Step 2: Create an Account

    Sign up (5-10 min). Enable GPU instances (verification needed).

  3. Step 3: Deploy Your Environment
    • Jupyter Notebooks (SM Studio, Azure).
    • Docker Containers (EC, Google).
    • CLI Access (Amazon via `Amazon-cli`).
  4. Step 4: Pick Your GPU

    NVIDIA V100/T4/A100 or AMD MI300X. See GPU comparison.

Service Models IaaS, PaaS, SaaS for GPU Cloud

IaaS (Infrastructure as a Service)

Full control. Rent raw GPUs.

  • Amazon EC2 P4/P5
  • Azure
  • Google VMs

Example: Train AI model on 8x A100 GPUs.

PaaS (Platform as a Service)

No GPU management. Focus on code.

  • Amazon SM
  • Azure ML
  • Google AI

Example: Deploy AutoML pipelines without DevOps.

SaaS (Software as a Service)

Ready-to-use AI apps. No infra knowledge needed.

  • NVIDIA GPU Cloud (NGC)
  • Google API
  • Amazon Rekognition

Example: Detect objects in images via API call.

GPU Types Types of GPUs in the Cloud

GPU Model FLOPS (TFLOPS) Memory (GB) Amazon Azure Google Cloud
NVIDIA V100 14 TFLOPS 16 GB HBM2 P3 (8xV100) NCv2 N/A
NVIDIA T4 8.1 TFLOPS 16 GB GDDR6 G4dn (T4) N1 (T4)
NVIDIA A100 312 TFLOPS 40 GB HBM2e P4 (8xA100) NC A100 v4 A3 (8xA100)
AMD MI300X 163 TFLOPS 128 GB HBM3 Coming Soon ND MI300 v5 N/A
Google TPU v3 420 TFLOPS 32 GB HBM N/A N/A TPU v3 Pods

Source: NVIDIA, Google Cloud TPU

Pricing Cost Models: On-Demand vs Reserved

On-Demand Pricing

Pay per hour. No commitment.

  • Amazon P5 (8xH100): $98/hr
  • Azure NC A100: $109/hr
  • Google : $74/hr

Reserved Instances (1-3yr)

Commit upfront. Up to 60% off.

  • Amazon P5 (1yr): $40.96/hr (-58%)
  • Azure NC (3yr): $45.12/hr (-59%)
  • Google (1yr): $32.11/hr (-57%)

Spot Instances

Unused capacity. Up to 90% off.

  • Amazon P5 Spot: $15-$30/hr
  • Azure Spot: $20-$40/hr
  • CoreWeave Spot: $8-$18/hr

Hidden Costs: Storage, Egress, Data Processing

Ready to dive into the GPU Cloud world?

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