~/talk

Accelerating On-Device AI Development

Talkat droidcon New York 2024 · 2024-09-19..09-20· [machine-learning]
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slides:none on file

Qualcomm AI Hub compiles, optimizes and quantizes models then runs them on real Snapdragon devices in a rack, choosing runtimes like TF Lite, ONNX or Q&N and targeting CPU/GPU/NPU tradeoffs automatically. Developers upload a model, pick targets, and within 5 minutes and five lines of code get whether it runs plus performance and accuracy metrics; the service offers 100+ pre-optimized models, has 800+ companies using it, and enabled a customer app to hit 1 million downloads overnight.

AI-written summary · about

  1. 0:00Qualcomm AI Hub intro
  2. 2:28On-device AI challenges
  3. 6:24Qualcomm AI Hub solution
  4. 10:36Customer success with AI Hub
  5. 12:43Get started with AI Hub
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