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Detailed platform directory

Supplemental reference · Browse supplements · Current report

For college and university routes, start with the working-group inventory. This detailed directory supports comparison and the compute case study. Start with the work you need to do. Availability does not establish eligibility, capacity or classroom readiness.

Need Start here Main limit
Small CPU notebooks and code Codespaces / Binder / classroom options Monthly caps, temporary sessions and no class reservation
Preliminary GPU benchmarks Kaggle or free Colab Variable hardware, quotas and queues
Planned CPU + GPU classroom baseline ACCESS request Award, provider match and classroom checks pending
Research batches, notebooks or data services Federal platforms Project eligibility and operating model differ
Serverless jobs or hosted inference Modal and alternatives Credits, card requirements and paid conversion
Assignments and evaluation Classroom 50 / Codabench Workflow tools do not supply an unrestricted compute allocation
Repositories, apps and databases Continuity options Preservation, always-on hosting and compute are different needs

Not sure how much? Scope your needs →

How to choose

  1. Define the smallest useful workload, software and outputs.
  2. Match CPU, memory, GPU/VRAM, storage and interactive or batch use.
  3. Check eligibility, permitted data, payment requirements and the whole-term access window.
  4. Measure, test recovery and name support before making it required.

Evidence: the directory reflects dated primary-source reviews, mostly October 8–19, 2026. Check the linked sources before adoption. No signed-in entitlement or provider capacity was tested.