20250165771. Deploying Task-specific Machine Learnin (SAP SE)

DEPLOYING TASK-SPECIFIC MACHINE LEARNING MODELS USING SYNTHETIC WEIGHTS

Abstract: methods, systems, and computer-readable storage media for providing a ml model using a set of training data, the ml model having a set of weights associated therewith, generating a latent representation of the set of weights by inputting the set of weights into an encoder of a vae, generating a denoised latent representation based on conditioning text by diffusing the latent representation to generate a noisy latent representation and denoising the noisy latent representation to provide the denoised latent representation, providing a reconstructed set of weights by inputting the denoised latent representation into a decoder of the vae, the decoder outputting the reconstructed set of weights, and deploying an updated ml model for production inference.

Inventor(s): Srinivasa Reddy Challa, Shashank Mohan Jain

CPC Classification: G06N3/08 (Learning methods)

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