import { ProjectCategory, ProjectContent, ProjectInterface, ProjectStatus, } from "@/lib/types" const content: ProjectContent = { en: { tldr: "ZKML (Zero-Knowledge Machine Learning) leverages zero-knowledge proofs for privacy-preserving machine learning, enabling model and data privacy with transparent verification.", description: "ZKML is a solution that combines the power of zero-knowledge proofs (ZKPs) and machine learning to address the privacy concerns in traditional machine learning. It provides a platform for machine learning developers to convert their TensorFlow Keras models into ZK-compatible versions, ensuring model privacy, data privacy, and transparent verification. ZKML can be used to verify if a specific machine learning model was used to generate a particular piece of content, without revealing the input or the model used. It has potential use cases in on-chain biometric authentication, private data marketplace, proprietary ML model sharing, and AIGC NFTs.", }, } export const zkml: ProjectInterface = { id: "zkml", projectStatus: ProjectStatus.INACTIVE, category: ProjectCategory.RESEARCH, section: "pse", image: "zkml.png", name: "ZKML", content, links: { github: "https://github.com/socathie/circomlib-ml", }, tags: { keywords: ["Anonymity/privacy", "Scaling"], themes: ["research"], types: ["Proof of concept", "Infrastructure/protocol"], builtWith: ["circom", "halo2", "nova"], }, }