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other13h ago

Is foundational AI research still something that can be done without access to HPC? [D]

Foundational AI research can still be done without high-performance computing (HPC) infrastructure, as evidenced by early work like "Attention is all you need" which used high-end gaming GPUs. You can contribute to the field with limited hardware if you focus on incremental improvements or niche areas. However, reproducing state-of-the-art results often requires significant computational resources.

Key takeaways

  • Early influential papers used affordable hardware like gaming GPUs.
  • You can contribute to AI research with limited hardware by focusing on niche areas.
  • Reproducing SOTA results often requires significant computational resources.
other13h ago

Is foundational AI research still something that can be done without access to HPC? [D]

Foundational AI research can still be done without high-performance computing (HPC) infrastructure, as evidenced by early work like "Attention is all you need" which used high-end gaming GPUs. You can contribute to the field with limited hardware if you focus on incremental improvements or niche areas. However, reproducing state-of-the-art results often requires significant computational resources.

Key takeaways

  • Early influential papers used affordable hardware like gaming GPUs.
  • You can contribute to AI research with limited hardware by focusing on niche areas.
  • Reproducing SOTA results often requires significant computational resources.