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HTTP/2 200 date: Sun, 26 Jul 2026 00:41:05 GMT content-type: text/html server: nginx vary: Accept-Encoding x-frame-options: SAMEORIGIN strict-transport-security: max-age=31536000 content-encoding: gzip 4?s?Ń??f???\?z?Ɨ\?????ł???AutoML OSS?̘V?܁uauto-sklearn?v?FAutoML OSS????i2?j?i1/3 ?y?[?W?j - ??IT

4?s?Ń??f???\?z?Ɨ\?????ł???AutoML OSS?̘V?܁uauto-sklearn?v?FAutoML OSS????i2?j?i1/3 ?y?[?W?j

AutoML OSS???Љ??{?A?ڑ?2??́AAutoML OSS?̘V?܂Ƃ???????uauto-sklearn?v????????܂??Bauto-sklearn?́Ascikit-learn???g???????`?ŁA?????I?ȃx?C?Y?œK????@??p????AutoML?@?\??񋟂???c?[???ł??B

» 2021?N08??26?? 05??00?? ???J

[?ߓc??, ????`?M, ???ؐ^????, ?쑽??, ?c???L???C????]

???̋L???͉??????ł??B????o?^?i?????j????ƑS?Ă????????????܂??B

?{?L???ŏЉ???m?[?g?u?b?N??GitHub?ɂČ??J???Ă??܂??B?????Ɏ??s?ł??܂??̂ŁA???Ђ????p?????????B

?@?{?A?ڑ?1???ł́A????????AutoML?Ƃ͂ǂ????????̂ŁA?ǂ????????@?\?⃁???b?g??????̂???????܂????B??2?񂩂??AutoML OSS?i?I?[?v???\?[?X?\?t?g?E?F?A?j??????Љ?Ă????܂??B????Љ??̂́AAutoML OSS?̘V?܂Ƃ???????uauto-sklearn?v?ł??B

auto-sklearn?Ƃ?

?@auto-sklearn??2016?N5????GitHub???|?W?g?????쐬????Ă???AutoML?????[?h???Ă???OSS?̈?ł??BMatthias Feurer???炪2015?N?Ɍ??J?????_???uEfficient and Robust Automated Machine Learning?v???x?[?X?ɂȂ??Ă??܂??B


?J????	?A???x???g?E???[?g???B?q??w?t???C?u???N
GitHub???J??	2016?N5??
???\|?W?g??	https://github.com/automl/auto-sklearn
????????	Python
???C?Z???X	?O????BSD???C?Z???X?iscikit-learn?Ɠ????j
?????T?C?g	https://automl.github.io/auto-sklearn/master/
?\1 auto-sklearn?̊?{???

?@auto-sklearn?́APython?̋@?B?w?K???C?u?????ł???scikit-learn?Ɋ܂܂??O??????\?????f???Ȃǂ???A???̓f?[?^?ɓK???????̂𐧌????ꂽ?v?Z???\?[?X?̒??Ŏ????I?ɑI?????܂??B????ɁA?????I?ȃx?C?Y?œK????@??p???ăn?C?p?[?p?????[?^?[?????????肵?܂??B????ɂ??A???[?U?[???A???S???Y???̑I???ƃn?C?p?[?p?????[?^?[?̒????????????Ă???܂??B

?@auto-sklearn?̃A?[?L?e?N?`????}1?Ɏ????܂??Bauto-sklearn?̎??????????́A?}????AutoML system?̕????ɊY?????܂??B

?}1 auto-sklearn?̃A?[?L?e?N?`???i?o?T: https://papers.nips.cc/paper/5872-efficient-and-robust-automated-machine-learning.pdf?j

?@auto-sklearn?̃A?[?L?e?N?`???́A???^?w?K?A?x?C?Y?œK???A?A???T???u???\?z??3?̃t?F?[?Y?ō\??????Ă??܂??B

???^?w?K
- OpenML?ŗ??p?\??140?̃f?[?^?Z?b?g?̒???????͂??ꂽ?f?[?^?Z?b?g?Ɨގ??̃f?[?^?Z?b?g??I?肵?A???̃f?[?^?Z?b?g?ɓK????ML?i?@?B?w?K?j?t???[?????[?N?i?O?????A?\?????f???j?̌???I??????B?ގ????̔???ɂ?38??ނ̃??^?????i?v?񓝌v?ʁA???????k?Ɋ֘A????ʂ?G???g???s?[?Ȃǁj??p????
?x?C?Y?œK??
- ???^?w?K?t?F?[?Y?őI?????ꂽML?t???[?????[?N?Q?????????A?x?C?Y?œK???̎?@??p???ăn?C?p?[?p?????[?^?[?????肷??
?A???T???u???\?z
- ?x?C?Y?œK???t?F?[?Y?ŎZ?o???????ʂ?ۑ????Ă????A?A???T???u?????ς????B?P???ȑ??????킹???ςł͂Ȃ??A???x????Ɍ??ʂ?????悤?ɏd?݂??œK?????ăA???T???u?????f?????\?z????

?@auto-sklearn?ł́A???^?w?K?ƃA???T???u???\?z?𓱓????邱?Ƃɂ??AAutoML?A?v???[?`?̌??????ƌ??S?i????낤?j???????コ???Ă??܂??B

??ȓ???

?@auto-sklearn?ɂ͎??̂悤?ȓ?????????܂??B

??????4?s?̃R?[?h?Ń??f???̍\?z????\???܂ŉ\
???^?w?K?̓???
???????ꂽ?T?????Ԃ⃁?????g?p?ʂ̒??Ŏ????I??

?@???ꂼ??̓??????????????ڂ??????Ă????܂??傤?B

??????4?s?̃R?[?h?Ń??f???̍\?z????\???܂ŉ\

?@AutoML?@?\??L????OSS?́A?ǂ????{?I?ɂ͊ȒP?ȃR?[?h?ŗ??p?ł???悤?ɂȂ??Ă??܂??B???J???ꂽ2016?N?????̋@?B?w?K?ŕK?v?ȃR?[?h?̎????ʂ𓥂܂???ƁAauto-sklearn?͔??ɊȒP?ȃR?[?h?Ŋw?K??\?????ł??邱?Ƃ??????̈?Ƃ????܂??iauto-sklearn?̃R?[?h?̋?̗?͎??̏͂Ő??????܂??j?B

import autosklearn.classification
 
cls = autosklearn.classification.AutoSklearnClassifier()
# ?w?K
cls.fit(X_train, y_train)
# ?\??
predictions = cls.predict(X_test)

???^?w?K?̓???

?@?@?B?w?K???f?????????I?ɍ\?z????ꍇ?A?f?[?^?O?????A?????ʑO?????A???ފ?A?n?C?p?[?p?????[?^?[?̃`???[?j???O?Ƃ??????c??ȑI??????T??????K?v??????܂??B???????A???ۂɂ?CPU?⃁?????g?p?ʂȂǌv?Z???\?[?X?̐???̒??Ō????I?ɂł??邾???ǂ????f????T?????邱?Ƃ??قƂ?ǂł??B

?@auto-sklearn?ł́A?O?q?̃A?[?L?e?N?`???ŏЉ?????^?w?K?𓱓????A?T?????????????Ă??܂??B15??ނ̕??ފ?A14??ނ̓????ʑO?????A4??ނ̃f?[?^?O???????g?p???āA110?̃n?C?p?[?p?????[?^?[?????\???????ꂽ??????Ԃ𐶐????A?????I?ȃx?C?Y?œK????@??p???ăn?C?p?[?p?????[?^?[?????肵?܂??B

?@?}2?́Aauto-sklearn?̘_???Ɍf?ڂ???Ă??镪?ރA???S???Y???ƑO??????@?̈ꗗ?ł??B

?}2 ???ރA???S???Y??????ёO??????@?̈ꗗ?i?o?T:https://papers.nips.cc/paper/5872-efficient-and-robust-automated-machine-learning.pdf?j

???????ꂽ?T?????Ԃ⃁?????g?p?ʂ̒??Ŏ????I??

?@auto-sklearn?́A???[?U?[???w?肵???v?Z???\?[?X?̐????̒??ŁA?œK?ȃA???S???Y????I?肵?n?C?p?[?p?????[?^?[???????Ō??肵?܂??B

?@?\2?ɁA???????g?p?ʂ␧?????Ԃ̃p?????[?^?[?????łȂ??Aauto-sklearn???f???̃C???X?^???X???????Ɏw??ł???p?????[?^?[?̈ꕔ???Љ?܂??B


?p?????[?^?[??	?f?t?H???g?l	????
time_left_for_this_task	3600	???f????T?????邽?߂̐??????ԁi?b?P?ʁj?B???̒l?𑝂₷???Ƃɂ??A???ǂ????f??????????\????????
per_run_time_limit	time_left_for_this_task??1/10	1??̌Ăяo???̎??Ԑ????i?b?P?ʁj?B?w?K?A???S???Y???????????Ԃ??z???Ď??s?????ƁA???f???̃t?B?b?e?B???O???I??
memory_limit	3072	?@?B?w?K?A???S???Y???̃??????????iMB?P?ʁj?B?????????????z???Ċ??蓖?Ă悤?Ƃ???ƁA?t?B?b?e?B???O???I???BNone?̏ꍇ?A???????????Ȃ?
ensemble_size	50	?A???T???u?????????郂?f???̍ő吔?B0???Z?b?g????ƁA?A???T???u???????Ȃ?
ensemble_nbest	50	???[?U?[???A???T???u???ōl??????郂?f?????𒼐ڎw??
include_estimators	None	None?̏ꍇ?A?S?Ă̐??????g?p?B????ȊO?̏ꍇ?́A?g?p???鐄???̃Z?b?g???w??
exclude_estimators	None	None?̏ꍇ?A?S?Ă̐??????g?p?B????ȊO?̏ꍇ?́A?g?p???Ȃ??????̃Z?b?g???w??
include_preprocessors	None	None?̏ꍇ?A?S?Ẵv???v???Z?b?T???g?p?B????ȊO?̏ꍇ?A?g?p????v???v???Z?b?T?̃Z?b?g???w??
exclude_preprocessors	None	None?̏ꍇ?A?S?Ẵv???v???Z?b?T???g?p?B????ȊO?̏ꍇ?A?g?p???Ȃ??v???v???Z?b?T?̃Z?b?g???w??
?\2 ?p?????[?^?[?̈??