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Types of usecases:

  1. Run model on-chain:

    • Encode the whole trained model in script.
    • Results can be used arbitrarily in smart contracts.
  2. Prove knowledge of input data:

    • Model encoded in circuit for zk-SNARK.
    • Prove the knowledge of a certain input that for which the trained model produces a specific output.
    • Only proof verifier is on-chain.
  3. Prove possesion of trained model / pay someone for model training:

    • Structure of model is defined in circuit.
    • Weights and biases of the trained model are passed into the circuit as a private input.
    • Only proof verifier is on-chain.

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Machine learning applications for sCrypt.

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