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{ "category": "PyCon US 2013", "language": "English", "slug": "a-beginners-introduction-to-pydata-how-to-build", "speakers": [ "Amr Hiram", "Diego Maniloff", "Zach Howard" ], "tags": [ "tutorial" ], "id": 1654, "state": 1, "title": "A beginner's introduction to Pydata: how to build a minimal recommendation engine.", "summary": "In this tutorial we'll set ourselves the goal of building a minimal recommendation engine, and in the process learn about Python's excellent Pydata and related projects: numpy, pandas, and pytables.\r\n\r\nA recommendation engine is a software system that analyzes large amounts of transactional data and distills personal profiles to present its users with relevant products/information/content.", "description": "", "quality_notes": "", "copyright_text": "CC", "embed": "<object width=\"640\" height=\"390\"><param name=\"movie\" value=\"http://youtube.com/v/IjRy7dAWFdk?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/IjRy7dAWFdk?version=3&amp;hl=en_US\" type=\"application/x-shockwave-flash\" width=\"640\" height=\"390\" allowscriptaccess=\"always\" allowfullscreen=\"true\"></embed></object>", "thumbnail_url": "http://i.ytimg.com/vi/Qn4TWFtj7XI/hqdefault.jpg", "duration": null, "video_ogv_length": null, "video_ogv_url": "", "video_ogv_download_only": false, "video_mp4_length": null, "video_mp4_url": "http://s3.us.archive.org/nextdayvideo/psf/pycon2013/A_beginners_introduction_to_Py.mp4?Signature=wYHYyyBePWmZCtYM4TAnwklMEwc%3D&Expires=1364913604&AWSAccessKeyId=FEWGReWX3QbNk0h3", "video_mp4_download_only": true, "video_webm_length": null, "video_webm_url": "", "video_webm_download_only": false, "video_flv_length": null, "video_flv_url": "", "video_flv_download_only": false, "source_url": "https://www.youtube.com/watch?v=IjRy7dAWFdk", "whiteboard": "", "recorded": "2013-03-13", "added": "2013-03-13T18:53:11", "updated": "2014-04-08T20:28:26.778" }