Skip to main content

Term · Topic

Machine Learning (ML)

Machine learning is a field of computer science that uses data-driven statistical algorithms to learn patterns from data and improve task performance without explicit rules, enabling enterprises to build predictive and analytical capabilities into products, operations, and decision workflows.

  • 126 articles
  • 198 companies
  • Most covered: Aviz Networks, Nvidia, Sonic

What this term record gives an agent

Vendors describe the same technology in different words. This record pins down what "ML" means and ties it to the companies and coverage that use it, so an agent compares like with like.

One definition

A plain definition plus how it's used, what it's often confused with and why it matters.

Who's in this area

198 companies that coverage ties to the term, listed by how often, each linked to its own record.

Get this term

The same record, three ways in. No key needed to try it.

MCP

curl -X POST https://mcp.decisioninsights.ai/api/mcp-public \
  -H "content-type: application/json" \
  -H "accept: application/json, text/event-stream" \
  -d '{"id":1,"jsonrpc":"2.0","method":"tools/call","params":{"arguments":{"slug":"machine-learning-ml"},"name":"di_get_term"}}'

REST

GET https://api.decisioninsights.ai/api/public/v1/glossary/8e31f9bc-fd47-464f-b83c-4747b405067b

CLI

di get-glossary --slug machine-learning-ml

The CLI command and the REST call for this record need a free account: run di login, or send your OAuth token. Over MCP it is free with none.

How an agent can rely on this definition

What the record lets an agent check before it uses the term in an answer.

The check What the record shows Where it is in the data
It's a known term One entry, with its abbreviation and type (topic) name, alternateName
It's in real use 126 articles tag it; 198 companies are tied to it subjectOf
View the raw record (JSON-LD)
[
  {
    "@context": "https://schema.org",
    "@id": "https://decisioninsights.ai/#website",
    "@type": "WebSite",
    "name": "Decision Insights",
    "potentialAction": {
      "@type": "SearchAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://decisioninsights.ai/search/?q={search_term_string}&submit=1"
      }
    },
    "publisher": {
      "@id": "https://decisioninsights.ai/#organization"
    },
    "url": "https://decisioninsights.ai"
  },
  {
    "@context": "https://schema.org",
    "@id": "https://decisioninsights.ai/#organization",
    "@type": "Organization",
    "contactPoint": {
      "@type": "ContactPoint",
      "contactType": "customer support",
      "email": "[email protected]"
    },
    "description": "Decision Insights is a Registry of technology companies, open source projects, and industry terms, built for people and for AI agents that need sourced, structured information.",
    "legalName": "Wiretap Labs, LLC",
    "logo": {
      "@type": "ImageObject",
      "url": "https://wiretap-cdn-assets.nyc3.cdn.digitaloceanspaces.com/decision-insights/[email protected]"
    },
    "name": "Decision Insights",
    "parentOrganization": {
      "@type": "Organization",
      "name": "Wiretap Labs",
      "sameAs": [
        "https://www.linkedin.com/company/wiretap-labs",
        "https://www.crunchbase.com/organization/wiretap-labs"
      ],
      "url": "https://wiretaplabs.com"
    },
    "publishingPrinciples": "https://decisioninsights.ai/standards/",
    "sameAs": [
      "https://www.linkedin.com/company/decisioninsights"
    ],
    "url": "https://decisioninsights.ai"
  },
  {
    "@context": "https://schema.org",
    "@type": "BreadcrumbList",
    "itemListElement": [
      {
        "@type": "ListItem",
        "item": "https://decisioninsights.ai",
        "name": "Decision Insights",
        "position": 1
      },
      {
        "@type": "ListItem",
        "item": "https://decisioninsights.ai/term/",
        "name": "Glossary",
        "position": 2
      },
      {
        "@type": "ListItem",
        "item": "https://decisioninsights.ai/term/machine-learning-ml/page/4/",
        "name": "Machine Learning",
        "position": 3
      }
    ]
  },
  {
    "@context": "https://schema.org",
    "@id": "https://decisioninsights.ai/term/machine-learning-ml/page/4/#definedterm",
    "@type": "DefinedTerm",
    "description": "Machine learning is a field of computer science that uses data-driven statistical algorithms to learn patterns from data and improve task performance without explicit rules, enabling enterprises to build predictive and analytical capabilities into products, operations, and decision workflows.",
    "inDefinedTermSet": {
      "@id": "https://decisioninsights.ai/term/#termset",
      "@type": "DefinedTermSet",
      "url": "https://decisioninsights.ai/term/"
    },
    "name": "Machine Learning",
    "subjectOf": [
      {
        "@id": "https://decisioninsights.ai/netskope-details-casb-api-support-for-microsoft-365-copilot/#blogposting",
        "@type": "BlogPosting",
        "headline": "Netskope details CASB API support for Microsoft 365 Copilot",
        "isBasedOn": {
          "@type": "CreativeWork",
          "author": {
            "@type": "Person",
            "name": "Krishna Vasudevan"
          },
          "sourceOrganization": {
            "@id": "https://decisioninsights.ai/registry/netskope/#organization",
            "@type": "Organization",
            "mainEntityOfPage": "https://decisioninsights.ai/registry/netskope/",
            "name": "Netskope"
          },
          "url": "https://www.netskope.com/blog/extend-security-for-microsoft-365-copilot-with-netskope-one"
        },
        "url": "https://decisioninsights.ai/netskope-details-casb-api-support-for-microsoft-365-copilot/"
      },
      {
        "@id": "https://decisioninsights.ai/sonic-details-features-supporting-scalable-ai-networking-fabric-for-enterprises/#blogposting",
        "@type": "BlogPosting",
        "headline": "SONiC details features supporting scalable ai networking fabric for enterprises",
        "isBasedOn": {
          "@type": "CreativeWork",
          "author": {
            "@type": "Person",
            "name": "Vishal Shukla"
          },
          "sourceOrganization": {
            "@id": "https://decisioninsights.ai/registry/aviz-networks/#organization",
            "@type": "Organization",
            "mainEntityOfPage": "https://decisioninsights.ai/registry/aviz-networks/",
            "name": "Aviz Networks"
          },
          "url": "https://aviznetworks.com/resources/blogs/ai-networking-fabric-with-sonic-the-future"
        },
        "url": "https://decisioninsights.ai/sonic-details-features-supporting-scalable-ai-networking-fabric-for-enterprises/"
      },
      {
        "@id": "https://decisioninsights.ai/aviz-network-details-ai-driven-capabilities-of-network-copilot-1-0/#blogposting",
        "@type": "BlogPosting",
        "headline": "Aviz Network details AI-driven capabilities of Network Copilot 1.0",
        "isBasedOn": {
          "@type": "CreativeWork",
          "author": {
            "@type": "Person",
            "name": "Rajasekaran S"
          },
          "sourceOrganization": {
            "@id": "https://decisioninsights.ai/registry/aviz-networks/#organization",
            "@type": "Organization",
            "mainEntityOfPage": "https://decisioninsights.ai/registry/aviz-networks/",
            "name": "Aviz Networks"
          },
          "url": "https://aviznetworks.com/resources/blogs/network-copilot-exploring-the-capabilities-and-utilities-of-a-gen-ai-assistant"
        },
        "url": "https://decisioninsights.ai/aviz-network-details-ai-driven-capabilities-of-network-copilot-1-0/"
      },
      {
        "@id": "https://decisioninsights.ai/ones-enhances-security-for-sonic-deployments-with-layered-strategies/#blogposting",
        "@type": "BlogPosting",
        "headline": "ONES Enhances Security for SONiC Deployments with Layered Strategies",
        "isBasedOn": {
          "@type": "CreativeWork",
          "author": {
            "@type": "Person",
            "name": "Madhu Paluru"
          },
          "sourceOrganization": {
            "@id": "https://decisioninsights.ai/registry/aviz-networks/#organization",
            "@type": "Organization",
            "mainEntityOfPage": "https://decisioninsights.ai/registry/aviz-networks/",
            "name": "Aviz Networks"
          },
          "url": "https://aviznetworks.com/resources/blogs/fortifying-ones-multi-vendor-sonic-stack-the-enterprise-grade-security-to-safeguard-data-center-fabrics"
        },
        "url": "https://decisioninsights.ai/ones-enhances-security-for-sonic-deployments-with-layered-strategies/"
      },
      {
        "@id": "https://decisioninsights.ai/ones-3-1-enhances-observability-for-nvidia-spectrum-x-on-cumulus-linux/#blogposting",
        "@type": "BlogPosting",
        "headline": "ONES 3.1 Enhances Observability for NVIDIA Spectrum-X on Cumulus Linux",
        "isBasedOn": {
          "@type": "CreativeWork",
          "author": {
            "@type": "Person",
            "name": "Neekshitha dyasani"
          },
          "sourceOrganization": {
            "@id": "https://decisioninsights.ai/registry/aviz-networks/#organization",
            "@type": "Organization",
            "mainEntityOfPage": "https://decisioninsights.ai/registry/aviz-networks/",
            "name": "Aviz Networks"
          },
          "url": "https://aviznetworks.com/resources/blogs/unlocking-end-to-end-visibility-of-spectrum-x-with-ones"
        },
        "url": "https://decisioninsights.ai/ones-3-1-enhances-observability-for-nvidia-spectrum-x-on-cumulus-linux/"
      },
      {
        "@id": "https://decisioninsights.ai/aviz-ones-enhances-spectrum-x-network-visibility-and-performance/#blogposting",
        "@type": "BlogPosting",
        "headline": "Aviz ONES Enhances Spectrum-X Network Visibility and Performance",
        "isBasedOn": {
          "@type": "CreativeWork",
          "author": {
            "@type": "Person",
            "name": "Neekshitha dyasani"
          },
          "sourceOrganization": {
            "@id": "https://decisioninsights.ai/registry/aviz-networks/#organization",
            "@type": "Organization",
            "mainEntityOfPage": "https://decisioninsights.ai/registry/aviz-networks/",
            "name": "Aviz Networks"
          },
          "url": "https://aviznetworks.com/resources/blogs/is-your-spectrum-x-network-truly-visible-end-to-end"
        },
        "url": "https://decisioninsights.ai/aviz-ones-enhances-spectrum-x-network-visibility-and-performance/"
      },
      {
        "@id": "https://decisioninsights.ai/cambium-receives-contract-from-darpa-to-develop-ai-driven-polymer-composites/#blogposting",
        "@type": "NewsArticle",
        "headline": "Cambium Receives Contract from DARPA to Develop AI-Driven Polymer Composites",
        "isBasedOn": {
          "@type": "CreativeWork",
          "sourceOrganization": {
            "@type": "Organization",
            "name": "Cision"
          },
          "url": "https://www.prnewswire.com/news-releases/cambium-receives-contract-from-darpa-to-leverage-ai-to-accelerate-discovery-of-novel-extreme-temperature-materials-302620441.html"
        },
        "url": "https://decisioninsights.ai/cambium-receives-contract-from-darpa-to-develop-ai-driven-polymer-composites/"
      },
      {
        "@id": "https://decisioninsights.ai/hitachi-vantara-launches-vsp-one-block-high-end-for-ai-workloads/#blogposting",
        "@type": "NewsArticle",
        "headline": "Hitachi Vantara Launches VSP One Block High End for AI Workloads",
        "isBasedOn": {
          "@type": "CreativeWork",
          "sourceOrganization": {
            "@type": "Organization",
            "name": "Cision"
          },
          "url": "https://www.prnewswire.com/news-releases/hitachi-vantara-launches-virtual-storage-platform-one-block-high-end-storage-to-power-the-next-era-of-ai-and-mission-critical-workloads-302617559.html"
        },
        "url": "https://decisioninsights.ai/hitachi-vantara-launches-vsp-one-block-high-end-for-ai-workloads/"
      },
      {
        "@id": "https://decisioninsights.ai/aviz-networks-enhances-5g-monitoring-and-ai-management-solutions-october-2025/#blogposting",
        "@type": "BlogPosting",
        "headline": "Aviz Networks enhances 5G monitoring and AI management solutions - October 2025",
        "url": "https://decisioninsights.ai/aviz-networks-enhances-5g-monitoring-and-ai-management-solutions-october-2025/"
      },
      {
        "@id": "https://decisioninsights.ai/sonic-supports-ai-networking-solutions-for-enterprises/#blogposting",
        "@type": "BlogPosting",
        "headline": "SONiC Supports AI Networking Solutions for Enterprises",
        "isBasedOn": {
          "@type": "CreativeWork",
          "author": {
            "@type": "Person",
            "name": "Vishal Shukla"
          },
          "sourceOrganization": {
            "@id": "https://decisioninsights.ai/registry/aviz-networks/#organization",
            "@type": "Organization",
            "mainEntityOfPage": "https://decisioninsights.ai/registry/aviz-networks/",
            "name": "Aviz Networks"
          },
          "url": "https://aviznetworks.com/resources/blogs/ai-networking-fabric-with-sonic-the-future"
        },
        "url": "https://decisioninsights.ai/sonic-supports-ai-networking-solutions-for-enterprises/"
      },
      {
        "@id": "https://decisioninsights.ai/aviz-launches-network-copilot-1-0-for-enhanced-network-management/#blogposting",
        "@type": "BlogPosting",
        "headline": "Aviz Launches Network Copilot 1.0 for Enhanced Network Management",
        "isBasedOn": {
          "@type": "CreativeWork",
          "author": {
            "@type": "Person",
            "name": "Rajasekaran S"
          },
          "sourceOrganization": {
            "@id": "https://decisioninsights.ai/registry/aviz-networks/#organization",
            "@type": "Organization",
            "mainEntityOfPage": "https://decisioninsights.ai/registry/aviz-networks/",
            "name": "Aviz Networks"
          },
          "url": "https://aviznetworks.com/resources/blogs/network-copilot-exploring-the-capabilities-and-utilities-of-a-gen-ai-assistant"
        },
        "url": "https://decisioninsights.ai/aviz-launches-network-copilot-1-0-for-enhanced-network-management/"
      },
      {
        "@id": "https://decisioninsights.ai/articul8-joins-exclusive-aws-startups-building-with-llama-program/#blogposting",
        "@type": "NewsArticle",
        "headline": "Articul8 Joins Exclusive AWS Startups: Building with Llama Program",
        "isBasedOn": {
          "@type": "CreativeWork",
          "sourceOrganization": {
            "@type": "Organization",
            "name": "GlobeNewswire"
          },
          "url": "https://www.globenewswire.com/news-release/2025/11/12/3186591/0/en/Articul8-Joins-Exclusive-AWS-Startups-Building-with-Llama-Program.html"
        },
        "url": "https://decisioninsights.ai/articul8-joins-exclusive-aws-startups-building-with-llama-program/"
      }
    ],
    "termCode": "ML",
    "url": "https://decisioninsights.ai/term/machine-learning-ml/page/4/"
  },
  {
    "@context": "https://schema.org",
    "@id": "https://decisioninsights.ai/term/machine-learning-ml/page/4/",
    "@type": "CollectionPage",
    "dateModified": "2026-08-24T02:22:52Z",
    "description": "Machine learning is a field of computer science that uses data-driven statistical algorithms to learn patterns from data and improve task performance without explicit rules, enabling enterprises to build predictive and analytical capabilities into products, operations, and decision workflows.",
    "isPartOf": {
      "@id": "https://decisioninsights.ai/#website"
    },
    "mainEntity": {
      "@id": "https://decisioninsights.ai/term/machine-learning-ml/page/4/#definedterm"
    },
    "name": "Machine Learning",
    "sdDatePublished": "2026-08-24",
    "sdPublisher": {
      "@id": "https://decisioninsights.ai/#organization"
    },
    "url": "https://decisioninsights.ai/term/machine-learning-ml/page/4/"
  }
]