{"id":6082,"date":"2018-10-11T02:00:35","date_gmt":"2018-10-11T09:00:35","guid":{"rendered":"http:\/\/softwareengineeringdaily.com\/?p=6082"},"modified":"2021-11-01T09:22:15","modified_gmt":"2021-11-01T16:22:15","slug":"generative-models-with-doug-eck","status":"publish","type":"post","link":"https:\/\/softwareengineeringdaily.com\/2018\/10\/11\/generative-models-with-doug-eck\/","title":{"rendered":"Generative Models with Doug Eck"},"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\/10\/douglaseck.jpg?resize=175%2C175&#038;ssl=1\" width=\"175\" height=\"175\" data-recalc-dims=\"1\" \/><\/p>\n<p><span style=\"font-weight: 400;\">Google Brain is an engineering team focused on deep learning research and applications. One growing area of interest within Google Brain is that of generative models. A generative model uses neural networks and a large data set to create new data similar to the ones that the network has seen before. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">One approach to making use of generative models is GANs: generative adversarial networks. GANs can use a generative model (which creates new examples) together with a discriminator model (which can classify examples). <\/span><\/p>\n<p><span style=\"font-weight: 400;\">As an example, let\u2019s take the task of generating new pictures of cats. We want an artificial cat picture generator. First, we train a discriminator by feeding it billions of example pictures of cats. We now have a model that can tell what a cat is. Next, we make a model that generates completely random images. We feed those randomly generated images to the discriminator. The discriminator outputs a \u201closs\u201d for these random images. Loss is a metric we can use to represent how far off a given image is from being something that the discriminator would recognize as a cat. Finally, you can feed this \u201closs\u201d back into the generative model, so that the generative model will adjust its weights in a way that will reduce loss. Over time, the generator gets better and better at reducing loss, until the discriminator starts believing that some of these semi-random images are actually cats.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Generative model systems have produced useful applications, such as object detection, image editing, and text-to-image generation. Today\u2019s guest Doug Eck works on the Magenta team at Google Brain. Magenta uses applications of deep learning to produce tools and experiments around music, art, and creativity.<\/span><\/p>\n<p><a href=\"https:\/\/softwareengineeringdaily.com\/2017\/05\/01\/google-brain-music-generation-with-doug-eck\/\"><span style=\"font-weight: 400;\">In a previous show, Doug described his vision for humans and computers to work together on creative tasks such as music.<\/span><\/a><span style=\"font-weight: 400;\"> Today, we dive into some of the core machine learning building blocks that make machine creativity possible.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Google Brain is an engineering team focused on deep learning research and applications. One growing area of interest within Google Brain is that of generative models. A generative model uses neural networks and a large data set to create new data similar to the ones that the network has seen before. One approach to making<\/p>\n","protected":false},"author":16,"featured_media":6083,"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":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"Generative Models with Doug Eck @GoogleAI @douglas_eck #AI #NeuralNetworks","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","enabled":false}}},"categories":[1363,2143,1069,1080,14],"tags":[1095,1096,311,1097,421],"class_list":["post-6082","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-all-episodes","category-exclusive-content","category-greatest-hits","category-machine-learning","category-podcast","tag-doug-eck","tag-google-brain","tag-machine-learning","tag-magenta","tag-neural-networks"],"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>Generative Models with Doug Eck - 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\/2018\/10\/11\/generative-models-with-doug-eck\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Generative Models with Doug Eck - Software Engineering Daily\" \/>\n<meta property=\"og:description\" content=\"Google Brain is an engineering team focused on deep learning research and applications. 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