"graduate student descent" meaning in English

{
  "etymology_text": "Modeled on gradient descent. Attributed to David A. McAllester.",
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      "expansion": "graduate student descent (uncountable)",
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  "lang": "English",
  "lang_code": "en",
  "pos": "noun",
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      "examples": [
        {
          "ref": "[2011 April 6, Kat Scott, Twitter, archived from the original on 2022-07-04:",
          "text": "Phrase of the day, \"Graduate Student Descent.\" Optimization through graduate student tweaking.",
          "type": "quote"
        },
        {
          "ref": "2019, Chip Huyen, “Design a machine learning system”, in Chip Huyen [personal website], retrieved 2021-09-27:",
          "text": "[…] people without real-world experience often ignore systematic approaches to hyperparameter tuning in favor of manual, gut-feeling approach. The most popular method is arguably 'Graduate Student Descent (GSD) […]",
          "type": "quote"
        },
        {
          "ref": "2019 April 17, Oguzhan Gencoglu with Mark van Gils, Esin Guldogan, Chamin Morikawa, Mehmet Süzen, Mathias Gruber, Jussi Leinonen, and Heikki Huttunen, “HARK Side of Deep Learning - From Grad Student Descent to Automated Machine Learning”, in arXiv, page 2:",
          "text": "Instead of hypothesis-forming based on theory, extensive research on previous studies and/or reflection against the existing domain knowledge, grad student descent […] is applied.",
          "type": "quote"
        }
      ],
      "glosses": [
        "The process of choosing hyperparameters manually and in an ad-hoc manner, typical of work assigned to a graduate student."
      ],
      "id": "en-graduate_student_descent-en-noun-JrL0QJ1B",
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          "hyperparameter",
          "hyperparameter"
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          "graduate",
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      ],
      "qualifier": "machine learning",
      "raw_glosses": [
        "(machine learning, humorous) The process of choosing hyperparameters manually and in an ad-hoc manner, typical of work assigned to a graduate student."
      ],
      "tags": [
        "humorous",
        "uncountable"
      ],
      "wikipedia": [
        "David A. McAllester"
      ]
    }
  ],
  "word": "graduate student descent"
}

{
  "etymology_text": "Modeled on gradient descent. Attributed to David A. McAllester.",
  "head_templates": [
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      "expansion": "graduate student descent (uncountable)",
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  "lang": "English",
  "lang_code": "en",
  "pos": "noun",
  "senses": [
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        "English humorous terms",
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        "en:Machine learning"
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      "examples": [
        {
          "ref": "[2011 April 6, Kat Scott, Twitter, archived from the original on 2022-07-04:",
          "text": "Phrase of the day, \"Graduate Student Descent.\" Optimization through graduate student tweaking.",
          "type": "quote"
        },
        {
          "ref": "2019, Chip Huyen, “Design a machine learning system”, in Chip Huyen [personal website], retrieved 2021-09-27:",
          "text": "[…] people without real-world experience often ignore systematic approaches to hyperparameter tuning in favor of manual, gut-feeling approach. The most popular method is arguably 'Graduate Student Descent (GSD) […]",
          "type": "quote"
        },
        {
          "ref": "2019 April 17, Oguzhan Gencoglu with Mark van Gils, Esin Guldogan, Chamin Morikawa, Mehmet Süzen, Mathias Gruber, Jussi Leinonen, and Heikki Huttunen, “HARK Side of Deep Learning - From Grad Student Descent to Automated Machine Learning”, in arXiv, page 2:",
          "text": "Instead of hypothesis-forming based on theory, extensive research on previous studies and/or reflection against the existing domain knowledge, grad student descent […] is applied.",
          "type": "quote"
        }
      ],
      "glosses": [
        "The process of choosing hyperparameters manually and in an ad-hoc manner, typical of work assigned to a graduate student."
      ],
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      "qualifier": "machine learning",
      "raw_glosses": [
        "(machine learning, humorous) The process of choosing hyperparameters manually and in an ad-hoc manner, typical of work assigned to a graduate student."
      ],
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        "humorous",
        "uncountable"
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      "wikipedia": [
        "David A. McAllester"
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  "word": "graduate student descent"
}