{
  "kind": "framework",
  "value": "hidden-technical-debt-in-machine-learning-systems",
  "collectionKey": "slides:framework:hidden-technical-debt-in-machine-learning-systems:all-document-kinds:all-producers:all-orientations",
  "filters": {
    "documentKinds": [],
    "sourceTypes": [],
    "orientations": []
  },
  "total": 1,
  "page": 1,
  "pageSize": 24,
  "pageCount": 1,
  "rows": [
    {
      "docId": "019dd923-605c-759f-b6b2-1cfd946ef0af",
      "docSlug": "bi-db4be85736bdac8f",
      "documentTitle": "Check out the 4 pitch decks these AI startups used to raise $31.2m",
      "authorId": "Pitchdecks",
      "authorName": "viso.ai",
      "documentKindSlug": "pitchdeck",
      "documentKindLabel": "Pitch deck",
      "sourceTypeSlug": "strategy_consulting",
      "sourceTypeLabel": "Strategy consulting",
      "presentationDate": null,
      "orientation": "landscape",
      "aspectRatio": 1.777,
      "pageNumber": 3,
      "slideType": "context",
      "function": "establish_context",
      "notes": "This is a classic visualization of the 'Hidden Technical Debt in Machine Learning Systems' concept, often associated with Google's 2015 paper.",
      "imagePath": null,
      "matchCount": 1,
      "evidence": "Visual representation of the 'ML Code' vs 'Infrastructure' components",
      "slideHref": "/slides/019dd923-605c-759f-b6b2-1cfd946ef0af/3",
      "deckHref": "/decks/019dd923-605c-759f-b6b2-1cfd946ef0af",
      "deckAnchorHref": "/decks/019dd923-605c-759f-b6b2-1cfd946ef0af#slide-3",
      "loopMatches": [
        {
          "to": 3,
          "from": 2,
          "name": "Why Now",
          "slug": "15-why-now",
          "bestFor": "Sales pitches, fundraising, requesting immediate budget approval",
          "matchId": "cfe5f30c-2182-41db-8a24-c5f9fd65cbd1",
          "evidence": "The deck presents market growth projections and the current limitations of AI vision infrastructure",
          "position": 1,
          "objective": "Why is now the right time for AI vision infrastructure?",
          "structure": "The Context (Trends) -> The Trigger Event -> The Window of Opportunity",
          "confidence": 0.6,
          "description": "Create temporal urgency by proving that the window of opportunity is opening or closing"
        }
      ],
      "arcBeatMatches": [],
      "imagePathAlt": null,
      "thumbSrc": null,
      "thumbSrcAlt": null,
      "locked": true
    }
  ]
}