See graduate student descent on Wiktionary
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"etymology_text": "Modeled on gradient descent. Attributed to David A. McAllester.",
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"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.",
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"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) […]",
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"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.",
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"The process of choosing hyperparameters manually and in an ad-hoc manner, typical of work assigned to a graduate student."
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"(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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Download raw JSONL data for graduate student descent meaning in All languages combined (2.2kB)
This page is a part of the kaikki.org machine-readable All languages combined dictionary. This dictionary is based on structured data extracted on 2024-12-21 from the enwiktionary dump dated 2024-12-04 using wiktextract (d8cb2f3 and 4e554ae). The data shown on this site has been post-processed and various details (e.g., extra categories) removed, some information disambiguated, and additional data merged from other sources. See the raw data download page for the unprocessed wiktextract data.
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