{"id":3212,"date":"2017-02-17T02:00:35","date_gmt":"2017-02-17T10:00:35","guid":{"rendered":"http:\/\/softwareengineeringdaily.com\/?p=3212"},"modified":"2021-11-02T06:18:56","modified_gmt":"2021-11-02T13:18:56","slug":"where-machines-go-to-learn-with-auren-hoffman","status":"publish","type":"post","link":"https:\/\/softwareengineeringdaily.com\/2017\/02\/17\/where-machines-go-to-learn-with-auren-hoffman\/","title":{"rendered":"Where Machines Go to Learn with Auren Hoffman"},"content":{"rendered":"<p><img decoding=\"async\" data-attachment-id=\"2475\" data-permalink=\"https:\/\/softwareengineeringdaily.com\/2016\/04\/19\/googles-container-management-brendan-burns\/brendan-burns\/\" data-orig-file=\"https:\/\/i0.wp.com\/softwareengineeringdaily.com\/wp-content\/uploads\/2016\/04\/brendan-burns.jpg?fit=175%2C175&amp;ssl=1\" data-orig-size=\"175,175\" data-comments-opened=\"0\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"brendan-burns\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/i0.wp.com\/softwareengineeringdaily.com\/wp-content\/uploads\/2016\/04\/brendan-burns.jpg?fit=175%2C175&amp;ssl=1\" data-large-file=\"https:\/\/i0.wp.com\/softwareengineeringdaily.com\/wp-content\/uploads\/2016\/04\/brendan-burns.jpg?fit=175%2C175&amp;ssl=1\" class=\"alignright size-full wp-image-2475\" style=\"border-radius: 50%; border: 1px solid #000000; max-width: 175px; max-height: 175px;\" src=\"https:\/\/i0.wp.com\/softwareengineeringdaily.com\/wp-content\/uploads\/2018\/07\/AurenHoffman.jpeg?resize=175%2C175&#038;ssl=1\" width=\"175\" height=\"175\" data-recalc-dims=\"1\" \/><\/p>\n<p><span style=\"font-weight: 400;\">If you wanted to build a machine learning model to understand human health, where would you get the data? A hospital database would be useful, but privacy laws make it difficult to disclose that patient data to the public. In order to publicize the data safely, you would have to anonymize it, so that a patient\u2019s identity could not be derived from data about that patient&#8211;and <\/span><a href=\"http:\/\/archive.wired.com\/politics\/security\/commentary\/securitymatters\/2007\/12\/securitymatters_1213\"><span style=\"font-weight: 400;\">true anonymization is notoriously difficult<\/span><\/a><span style=\"font-weight: 400;\">.<\/span><\/p>\n<p>In every industry where privacy is a concern there is a similar challenge. If there is no place with public data sets, there is no place where the machines can go to learn. The possible machine learning applications that we can build are limited by the data sets that are available.<\/p>\n<p>Auren Hoffman started his company SafeGraph to unlock data sets so that machine learning algorithms can learn from that data. In this episode, we talk about the machine learning landscape in both the short- and long-term time horizons. We also discussed some of Auren\u2019s strategies for building companies, which have been crucial for me in thinking about how to build Software Engineering Daily.<\/p>\n<h2>Show Notes<\/h2>\n<p><a href=\"https:\/\/medium.com\/safegraph\/where-should-machines-go-to-learn-c2461f7e45fc#.udzdivd7y\"><span style=\"font-weight: 400;\">Where Should Machines Go to Learn?<\/span><\/a><\/p>\n<p><a href=\"http:\/\/quoracast.com\/auren-hoffman-non-obvious-ideas\/\"><span style=\"font-weight: 400;\">Quoracast Episode<\/span><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>If you wanted to build a machine learning model to understand human health, where would you get the data? A hospital database would be useful, but privacy laws make it difficult to disclose that patient data to the public. In order to publicize the data safely, you would have to anonymize it, so that a<\/p>\n","protected":false},"author":3,"featured_media":3215,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_exactmetrics_skip_tracking":false,"_exactmetrics_sitenote_active":false,"_exactmetrics_sitenote_note":"","_exactmetrics_sitenote_category":0,"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":true,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"[podcast] Where Machines Go to Learn with Auren Hoffman #Data #Privacy","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","enabled":false}}},"categories":[1363,1068,1069,14],"tags":[311],"class_list":["post-3212","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-all-episodes","category-business-and-philosophy","category-greatest-hits","category-podcast","tag-machine-learning"],"jetpack_publicize_connections":[],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v22.8 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Where Machines Go to Learn with Auren Hoffman - Software Engineering Daily<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"http:\/\/softwareengineeringdaily.com\/2017\/02\/17\/where-machines-go-to-learn-with-auren-hoffman\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Where Machines Go to Learn with Auren Hoffman - Software Engineering Daily\" \/>\n<meta property=\"og:description\" content=\"If you wanted to build a machine learning model to understand human health, where would you get the data? 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