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{ "category": "PyCon CA 2013", "language": "English", "slug": "hyperopt-a-python-library-for-optimizing-the-hyp", "speakers": [ "James Bergstra" ], "tags": [ "Lightning talk" ], "id": 2313, "state": 1, "title": "Hyperopt: A Python library for optimizing the hyperparameters of machine learning algorithms", "summary": "Hyperopt provides parallel infrastructure and Bayesian optimization algorithms that can tune the hyperparameters of machine learning systems (including pre-processing steps) as well as domain experts. This talk introduces hyperopt architecture and usage.", "description": "", "quality_notes": "", "copyright_text": "CC BY-SA 2.5 CA", "embed": "<object width=\"640\" height=\"390\"><param name=\"movie\" value=\"http://youtube.com/v/tteE_Vtmrv4?version=3&amp;hl=en_US\"></param><param name=\"allowFullScreen\" value=\"true\"></param><param name=\"allowscriptaccess\" value=\"always\"></param><embed src=\"http://youtube.com/v/tteE_Vtmrv4?version=3&amp;hl=en_US\" type=\"application/x-shockwave-flash\" width=\"640\" height=\"390\" allowscriptaccess=\"always\" allowfullscreen=\"true\"></embed></object>", "thumbnail_url": "http://i1.ytimg.com/vi/tteE_Vtmrv4/hqdefault.jpg", "duration": 6, "video_ogv_length": null, "video_ogv_url": null, "video_ogv_download_only": false, "video_mp4_length": null, "video_mp4_url": "", "video_mp4_download_only": true, "video_webm_length": null, "video_webm_url": null, "video_webm_download_only": false, "video_flv_length": null, "video_flv_url": null, "video_flv_download_only": false, "source_url": "http://www.youtube.com/watch?v=tteE_Vtmrv4", "whiteboard": "", "recorded": "2013-08-10", "added": "2013-08-01T21:46:18", "updated": "2014-04-08T20:28:26.175" }