{
  "$type": "site.standard.document",
  "contributors": [
    {
      "did": "did:plc:igunvse2uemkwmci3igoxhu5",
      "displayName": "Oz Akan",
      "role": "author"
    }
  ],
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  "description": "A brief guide to ML Development Lifecycle.",
  "path": "/techs/ml-development-lifecycle-short",
  "publishedAt": "2025-02-25T21:00:00.000Z",
  "site": "at://did:plc:igunvse2uemkwmci3igoxhu5/site.standard.publication/luminary-blog",
  "tags": [
    "aiml"
  ],
  "textContent": "Successful machine learning projects require a structured approach that balances technical rigor with business value. This article explores each stage of the ML Development Lifecycle and provides real-world examples to illustrate how each stage can be applied in practice.",
  "title": "The ML Development Lifecycle"
}