{"id":341276,"date":"2017-05-18T02:54:25","date_gmt":"2017-05-17T18:54:25","guid":{"rendered":"http:\/\/techcrunch.com\/?p=1492527"},"modified":"2017-05-18T02:54:25","modified_gmt":"2017-05-17T18:54:25","slug":"googles-tensorflow-lite-brings-machine-learning-to-android-devices","status":"publish","type":"post","link":"https:\/\/people.utm.my\/asmawisham\/googles-tensorflow-lite-brings-machine-learning-to-android-devices\/","title":{"rendered":"Google\u2019s TensorFlow Lite brings machine learning to Android devices"},"content":{"rendered":"<p><img decoding=\"async\" src=\"https:\/\/tctechcrunch2011.files.wordpress.com\/2017\/05\/google-io-2017-0284.jpg?w=738\" class=\"\"\/><\/p>\n<p id=\"speakable-summary\">While discussing the future of Android at Google I\/O, Dave Burke, a VP of engineering, announced a new version of TensorFlow optimized for mobile called TensorFlow lite. The new library will allow developers to build leaner deep learning models designed to run on Android smartphones.<\/p>\n<p>As Google rolls out a greater number of AI-enabled services that run on Android, it makes sense to use a dedicated framework that is faster and less bloated. Google is open sourcing its work and plans to release an API later in the year.<\/p>\n<p>Last year, <a target=\"_blank\" href=\"https:\/\/code.facebook.com\/posts\/196146247499076\/delivering-real-time-ai-in-the-palm-of-your-hand\/\" rel=\"noopener noreferrer\">Facebook announced Caffe2Go<\/a> \u2014 a version of Caffe designed for the purpose of\u00a0running deep learning models on mobile devices. It became the core of Style Transfer, Facebook\u2019s real-time photo stylization tool and provided the foundation for future products and services.<\/p>\n<p>Unfortunately, training is still too computationally intensive to be preformed on smartphones. But even ignoring training, pre-trained models can\u00a0still be a slog to deal with. If models can run on device, at the edge, they can avoid the cloud and internet all-together. This enables more reliable performance in any environment.<\/p>\n<p>TensorFlow lite drives home the\u00a0point that Google cares about the nexus of AI and mobile devices. The next phase\u00a0of Google\u2019s work in this space will require dedicated hardware to maximize the benefits of using TensorFlow lite in the real world.<\/p>\n","protected":false},"excerpt":{"rendered":"<p><img loading=\"lazy\" decoding=\"async\" width=\"680\" height=\"453\" src=\"https:\/\/tctechcrunch2011.files.wordpress.com\/2017\/05\/google-io-2017-0284.jpg?w=680\" class=\"attachment-large size-large wp-post-image\" alt=\"\" srcset=\"https:\/\/tctechcrunch2011.files.wordpress.com\/2017\/05\/google-io-2017-0284.jpg?w=680 680w, https:\/\/tctechcrunch2011.files.wordpress.com\/2017\/05\/google-io-2017-0284.jpg?w=1360 1360w, https:\/\/tctechcrunch2011.files.wordpress.com\/2017\/05\/google-io-2017-0284.jpg?w=150 150w, https:\/\/tctechcrunch2011.files.wordpress.com\/2017\/05\/google-io-2017-0284.jpg?w=300 300w, https:\/\/tctechcrunch2011.files.wordpress.com\/2017\/05\/google-io-2017-0284.jpg?w=768 768w\" sizes=\"(max-width: 680px) 100vw, 680px\" \/>&nbsp;While discussing the future of Android at Google I\/O, Dave Burke, a VP of engineering, announced a new version of TensorFlow optimized for mobile called TensorFlow lite. The new library will allow developers to build leaner deep learning models designed to run on Android smartphones. As Google rolls out a greater number of AI-enabled services that run on Android, it makes sense to use a&hellip; <a href=\"https:\/\/techcrunch.com\/2017\/05\/17\/googles-tensorflow-lite-brings-machine-learning-to-android-devices\/?ncid=rss\">Read More<\/a><\/p>\n<div class=\"feedflare\">\n<a href=\"http:\/\/feeds.feedburner.com\/~ff\/Techcrunch?a=eUtDf3g7PXI:P-_l4DPEwhY:2mJPEYqXBVI\"><img decoding=\"async\" src=\"http:\/\/feeds.feedburner.com\/~ff\/Techcrunch?d=2mJPEYqXBVI\" border=\"0\"><\/img><\/a> <a href=\"http:\/\/feeds.feedburner.com\/~ff\/Techcrunch?a=eUtDf3g7PXI:P-_l4DPEwhY:7Q72WNTAKBA\"><img decoding=\"async\" src=\"http:\/\/feeds.feedburner.com\/~ff\/Techcrunch?d=7Q72WNTAKBA\" border=\"0\"><\/img><\/a> <a href=\"http:\/\/feeds.feedburner.com\/~ff\/Techcrunch?a=eUtDf3g7PXI:P-_l4DPEwhY:yIl2AUoC8zA\"><img decoding=\"async\" src=\"http:\/\/feeds.feedburner.com\/~ff\/Techcrunch?d=yIl2AUoC8zA\" border=\"0\"><\/img><\/a> <a href=\"http:\/\/feeds.feedburner.com\/~ff\/Techcrunch?a=eUtDf3g7PXI:P-_l4DPEwhY:-BTjWOF_DHI\"><img decoding=\"async\" src=\"http:\/\/feeds.feedburner.com\/~ff\/Techcrunch?i=eUtDf3g7PXI:P-_l4DPEwhY:-BTjWOF_DHI\" border=\"0\"><\/img><\/a> <a href=\"http:\/\/feeds.feedburner.com\/~ff\/Techcrunch?a=eUtDf3g7PXI:P-_l4DPEwhY:D7DqB2pKExk\"><img decoding=\"async\" src=\"http:\/\/feeds.feedburner.com\/~ff\/Techcrunch?i=eUtDf3g7PXI:P-_l4DPEwhY:D7DqB2pKExk\" border=\"0\"><\/img><\/a> <a href=\"http:\/\/feeds.feedburner.com\/~ff\/Techcrunch?a=eUtDf3g7PXI:P-_l4DPEwhY:qj6IDK7rITs\"><img decoding=\"async\" src=\"http:\/\/feeds.feedburner.com\/~ff\/Techcrunch?d=qj6IDK7rITs\" border=\"0\"><\/img><\/a>\n<\/div>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/feeds.feedburner.com\/~r\/Techcrunch\/~4\/eUtDf3g7PXI\" height=\"1\" width=\"1\" alt=\"\"\/> <\/p>\n","protected":false},"author":5817,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_et_pb_use_builder":"","_et_pb_old_content":"","_et_gb_content_width":"","footnotes":""},"categories":[25],"tags":[59,66,26],"class_list":["post-341276","post","type-post","status-publish","format-standard","hentry","category-technology","tag-media","tag-techcrunch","tag-technology"],"_links":{"self":[{"href":"https:\/\/people.utm.my\/asmawisham\/wp-json\/wp\/v2\/posts\/341276","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/people.utm.my\/asmawisham\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/people.utm.my\/asmawisham\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/people.utm.my\/asmawisham\/wp-json\/wp\/v2\/users\/5817"}],"replies":[{"embeddable":true,"href":"https:\/\/people.utm.my\/asmawisham\/wp-json\/wp\/v2\/comments?post=341276"}],"version-history":[{"count":0,"href":"https:\/\/people.utm.my\/asmawisham\/wp-json\/wp\/v2\/posts\/341276\/revisions"}],"wp:attachment":[{"href":"https:\/\/people.utm.my\/asmawisham\/wp-json\/wp\/v2\/media?parent=341276"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/people.utm.my\/asmawisham\/wp-json\/wp\/v2\/categories?post=341276"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/people.utm.my\/asmawisham\/wp-json\/wp\/v2\/tags?post=341276"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}