katib

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    "@type": "SoftwareApplication",
    "@id": "https://agentsignals.ai/agents/katib",
    "name": "katib",
    "description": "Katib is an automatic machine learning (AutoML) system that runs on Kubernetes, designed to simplify the training and optimization process of machine learning models. It supports various model selection and hyperparameter tuning strategies, capable of automatically optimizing model performance and enhancing development efficiency.",
    "url": "https://agentsignals.ai/agents/katib",
    "applicationCategory": "开发工具",
    "operatingSystem": "GitHub",
    "sameAs": "https://github.com/kubeflow/katib",
    "installUrl": "https://github.com/kubeflow/katib",
    "offers": {
      "@type": "Offer",
      "price": "0",
      "priceCurrency": "USD",
      "description": "免费",
      "availability": "https://schema.org/InStock"
    },
    "featureList": [
      "Automatic Hyperparameter Tuning",
      "Model Selection",
      "Experiment Tracking"
    ],
    "datePublished": "2025-12-05T17:15:35.697447+00:00",
    "dateModified": "2025-12-19T05:09:12.197472+00:00",
    "publisher": {
      "@type": "Organization",
      "name": "Agent Signals",
      "url": "https://agentsignals.ai"
    }
  },
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        "name": "katib",
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    "@type": "FAQPage",
    "mainEntity": [
      {
        "@type": "Question",
        "name": "What is katib?",
        "acceptedAnswer": {
          "@type": "Answer",
          "text": "Automated Machine Learning Tools on Kubernetes"
        }
      },
      {
        "@type": "Question",
        "name": "What features does katib offer?",
        "acceptedAnswer": {
          "@type": "Answer",
          "text": "Automatic Hyperparameter Tuning, Model Selection, Experiment Tracking"
        }
      },
      {
        "@type": "Question",
        "name": "What are the use cases for katib?",
        "acceptedAnswer": {
          "@type": "Answer",
          "text": "Automatic optimization of machine learning models, Rapid prototyping, Large-scale model training"
        }
      },
      {
        "@type": "Question",
        "name": "What are the advantages of katib?",
        "acceptedAnswer": {
          "@type": "Answer",
          "text": "与 Kubernetes 集成, 支持多种优化算法, 开源免费"
        }
      },
      {
        "@type": "Question",
        "name": "What are the limitations of katib?",
        "acceptedAnswer": {
          "@type": "Answer",
          "text": "需要一定的 Kubernetes 知识, 配置复杂度较高"
        }
      }
    ]
  }
]