AI \uc5f0\uad6c\uc18c \uc911 top tear \uc778 Deepmind \ube14\ub85c\uadf8\ub97c \ubcf4\ub2e4, \uc7ac\ubbf8\uc788\ub294 \ub0b4\uc6a9\ub4e4\uc774 \ubcf4\uc5ec \uba87\uac1c \uc9e7\uac8c\ub098\ub9c8 \uc18c\uac1c \ub4dc\ub824\ubcf4\uace0\uc790 \ud569\ub2c8\ub2e4. \uad00\uc2ec\uc788\uc73c\uc2e0 \ubd84\ub4e4\uc740 \uc77d\uc5b4\ubcf4\uc154\ub3c4 \uc88b\uc744 \uac83 \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n

1. Machine learning can boost the value of wind energy
\n– Deepmind \ud300\uc5d0\uc11c \uc804\ub825\ub7c9 \uc608\uce21\uc5d0\ub3c4 \ub3c4\uc804\ud558\ub294 \ub4ef \ud569\ub2c8\ub2e4. \uc791\ub144\ubd80\ud130 \ud48d\ub825 \ubc1c\uc804\uc18c \uae30\uc900 \uc804\ub825 \u2018\uc0dd\uc0b0\ub7c9\u2019 \uc608\uce21\uc5d0 \ub3c4\uc804\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \u2018\uc18c\uc694\ub7c9\u2019\uc774 \uc544\ub2cc \u2018\uc0dd\uc0b0\ub7c9\u2019 \uc608\uce21 \uc774\ub77c\ub294 \uc810\uc5d0\uc11c \uc544\uc27d\uae30\ub294 \ud558\ub098, \ud6a8\uc728\uc744 20% \uc774\uc0c1 \ud5a5\uc0c1 \uc2dc\ucf30\ub2e4\uace0 \ud558\ub2c8, \uace7 \ub098\uc62c \ub17c\ubb38\uc744 \uc990\uac70\uc6b4 \ub9c8\uc74c\uc73c\ub85c \uae30\ub2e4\ub824\ubcf4\ub294 \uac83\ub3c4 \uc88b\uc744 \uac83 \uac19\uc2b5\ub2c8\ub2e4.
\n[ref 1] https:\/\/deepmind.com\/blog\/machine-learning-can-boost-value-wind-energy\/<\/p>\n

2. TF-Replicator : Distributed Machine Learning for Researchers
\n– TF 2.0 \ubd80\ud130 (Cloud) TPU \uae30\ubc18 Distributed learning \uc744 \uc704\ud55c API\ub97c \uc81c\uacf5\ud55c\ub2e4\ub294 \ub0b4\uc6a9\uc785\ub2c8\ub2e4. [\ubcf4\ub2c8\uae4c \uc790\uae30\ub124\ub4e4\uc774 TPU\ub97c \ud65c\uc6a9\ud558\uae30 \uc704\ud574 \ub9cc\ub4e0 API\ub97c, cloud \ud615\ud0dc\ub85c \uc0ac\uc6a9\ud560 \uc218 \uc788\uac8c \uacf5\uac1c\ud55c \ub4ef \ubcf4\uc785\ub2c8\ub2e4. \uc5ed\uc2dc \uac13\ub9c8\uc778\ub4dc =\u3147=\u314b] \uae30\ubcf8\uc801\uc73c\ub85c TPU \uc720\ub2db \uae30\ubc18\uc5d0 \uc801\uc6a9 \uac00\ub2a5\ud55c \ub4ef \ud55c\ub370\u2026 (Graph \uad6c\uc870\ub97c \ubcf4\uba74, GPU core \uac04 communication \uc774 \ud544\uc694\ud574 \ubcf4\uc785\ub2c8\ub2e4.) \ub2e4\uc2dc \uc77d\uc5b4\ubcf4\ub2c8 GPU \uae30\ubc18\uc5d0\ub3c4 core comm.\ub9cc \uac00\ub2a5\ud558\uba74 \uac00\ub2a5\ud560 \uc9c0 \ubaa8\ub974\uaca0\ub2e4 \uc2f6\uc740 \uc0dd\uac01\uc785\ub2c8\ub2e4. SLI \uc774\uc0c1 \uc4f0\uc2dc\ub294 \ubd84\ub4e4\uc774 \uacc4\uc2dc\uba74 \ud55c\ubc88 API \ubb38\uc11c \ub4a4\uc838\ubcf4\ub294 \uac83\ub3c4 \uc88b\uc744 \uac83 \uac19\ub2e4\ub294 \uc0dd\uac01\uc785\ub2c8\ub2e4.
\n[ref 2] https:\/\/deepmind.com\/blog\/tf-replicator-distributed-machine-learning\/<\/p>\n

3. Towards Robust and Verified AI: Specification Testing, Robust Training, and Formal Verification
\n– \ud559\uc2b5\ub860\uc5d0 \ub300\ud55c \ub0b4\uc6a9\uc785\ub2c8\ub2e4. Avg. \uc131\ub2a5\uc774 \uc544\ub2cc Specification \uc774\ub77c \uba85\uba85\ub41c \ud2b9\uc218\ud55c \uacbd\uc6b0 (e.x. \ud2b9\ud788 \uc131\ub2a5\uc774 \uc548\uc88b\uc740 \ud558\ub098\uc758 case)\ub97c \uc774\uc6a9\ud55c \uc2dc\uc2a4\ud15c testing, training, \uadf8\ub9ac\uace0 verification \ubc29\ubc95\uc5d0 \ub300\ud574 \uc18c\uac1c\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc544\uc9c1 \uc644\ub3c5\ud558\uc9c4 \ubabb\ud588\uc9c0\ub9cc, \ud559\uc2b5\ub860\uc774\ub2e4 \ubcf4\ub2c8 \ubd84\uc57c\uc5d0 \uc0c1\uad00\uc5c6\uc774 \ud55c\ubc88\ucbe4 \uc77d\uc5b4\ubcf4\uc2dc\uba74 \uc88b\uc744 \uac83 \uac19\uc2b5\ub2c8\ub2e4. Keyword\ub294 Adversarial testing, Robust learning \uadf8\ub9ac\uace0 Formal verification \uc785\ub2c8\ub2e4.
\n[ref 3] https:\/\/deepmind.com\/blog\/robust-and-verified-ai\/<\/p>\n

4. Unsupervised learning: the curious pupil
\n– Unsupervised learning \uc5d0 \ub300\ud55c \ub0b4\uc6a9\uc785\ub2c8\ub2e4. UL\uc740 \ud559\uc2b5\ud558\ub294 \ub370\uc774\ud130 \uadf8 \uc790\uccb4\ub97c \uc774\ud574\ud558\ub294 \uac83\uc774 \uc911\uc694\ud558\ub2e4 \uc774\uc57c\uae30 \ud558\uba70, Vision \uc815\ubcf4\ub97c \uc774\ud574\ud558\ub294 \ubc95(AlexNet), Transfer learning, \ub9cc\ub4e4\uc5b4\uc11c \ud559\uc2b5\ud558\ub294 \ubc95(GAN), \uadf8\ub9ac\uace0 \uc608\uce21\ud558\uc5ec \uc0dd\uc131\ud558\ub294 \ubc95 (Autoregressive model) \ub4f1\uc744 \uc5f0\uacb0\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub860 \ubcf4\ub2e4\ub294 UL \uad00\uc810\uc5d0\uc11c \uac01\uac01\uc758 \uae30\uc220 \uc694\uc18c\ub4e4\uc744 \uc5f0\uc774\uc5b4 \uc0dd\uac01\ud560 \uc218 \uc788\ub2e4\ub294 \uc810\uc5d0\uc11c \uc88b\uc558\ub358 \uac83 \uac19\uc2b5\ub2c8\ub2e4. Meepmind \uc5d0\uc11c UL\uc744 \ubc14\ub77c\ubcf4\ub294 \uad00\uc810\uc5d0 \ub300\ud574 \uc54c \uc218 \uc788\uc73c\ub2c8, \uad00\uc2ec\uc788\uc73c\uc2e0 \ubd84\ub4e4\uc740 \ucc38\uc870\ud558\uc2dc\uba74 \uc88b\uc744 \uac83 \uac19\uc2b5\ub2c8\ub2e4.
\n[ref 4] https:\/\/deepmind.com\/blog\/unsupervised-learning\/<\/p>\n","protected":false},"excerpt":{"rendered":"

AI \uc5f0\uad6c\uc18c \uc911 top tear \uc778 Deepmind \ube14\ub85c\uadf8\ub97c \ubcf4\ub2e4, \uc7ac\ubbf8\uc788\ub294 \ub0b4\uc6a9\ub4e4\uc774 \ubcf4\uc5ec \uba87\uac1c \uc9e7\uac8c\ub098\ub9c8 \uc18c\uac1c \ub4dc\ub824\ubcf4\uace0\uc790 \ud569\ub2c8\ub2e4. \uad00\uc2ec\uc788\uc73c\uc2e0 \ubd84\ub4e4\uc740 \uc77d\uc5b4\ubcf4\uc154\ub3c4 \uc88b\uc744 \uac83 \uac19\uc2b5\ub2c8\ub2e4. 1. Machine learning can boost the value of wind energy – Deepmind \ud300\uc5d0\uc11c \uc804\ub825\ub7c9 \uc608\uce21\uc5d0\ub3c4 \ub3c4\uc804\ud558\ub294 \ub4ef \ud569\ub2c8\ub2e4. \uc791\ub144\ubd80\ud130 \ud48d\ub825 \ubc1c\uc804\uc18c \uae30\uc900 \uc804\ub825 \u2018\uc0dd\uc0b0\ub7c9\u2019 \uc608\uce21\uc5d0 \ub3c4\uc804\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \u2018\uc18c\uc694\ub7c9\u2019\uc774 \uc544\ub2cc \u2018\uc0dd\uc0b0\ub7c9\u2019 \uc608\uce21 \uc774\ub77c\ub294 …<\/p>\n","protected":false},"author":26,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[28],"tags":[],"class_list":["post-7133","post","type-post","status-publish","format-standard","hentry","category-blog"],"_links":{"self":[{"href":"https:\/\/heungno.net\/index.php?rest_route=\/wp\/v2\/posts\/7133","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/heungno.net\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/heungno.net\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/heungno.net\/index.php?rest_route=\/wp\/v2\/users\/26"}],"replies":[{"embeddable":true,"href":"https:\/\/heungno.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=7133"}],"version-history":[{"count":3,"href":"https:\/\/heungno.net\/index.php?rest_route=\/wp\/v2\/posts\/7133\/revisions"}],"predecessor-version":[{"id":7140,"href":"https:\/\/heungno.net\/index.php?rest_route=\/wp\/v2\/posts\/7133\/revisions\/7140"}],"wp:attachment":[{"href":"https:\/\/heungno.net\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7133"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/heungno.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7133"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/heungno.net\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7133"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}