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스마트폰 위의 딥러닝
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Beomjun Shin
January 05, 2018
Research
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스마트폰 위의 딥러닝
2018년 1월, 네이버 테크톡 발표
Beomjun Shin
January 05, 2018
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Transcript
झ݃ಪਤ٩۞ नߧળ HYPERCONNECT ठۄ٘ח֎ߡীࢲઁҕೠա׃ӖԜਊغযणפ
None
None
ೞಌழ֏ݠन۞ࢿҗ
ೞಌழ֏ݠन۞ࢿҗ 1BB4 नҊѨࣻ ۄ٘
ೞಌழ֏ݠन۞ࢿҗ 1BB4 नҊѨࣻ ۄ٘ ࠙ܨӝ ݽ߄ੌ
ೞಌழ֏ݠन۞ࢿҗ पदрߓ҃ٮӝ ݽ߄ੌ 1BB4 नҊѨࣻ ۄ٘ ࠙ܨӝ ݽ߄ੌ
None
None
٩۞ݽ؛ਸੜٜ݅য ݽ߄ੌীߓನ೧ࠄঠӝ য়טઁ
৵ݽ߄ੌ٩۞
৵ݽ߄ੌ٩۞ ֫োदр
৵ݽ߄ੌ٩۞ ֫োदр ծ
৵ݽ߄ੌ٩۞ ֫োदр য়ۄੋ ծ
৵ݽ߄ੌ٩۞ ֫োदр ݆ࣻӝӝ য়ۄੋ ծ
৵ݽ߄ੌ٩۞ ۄߡद ֫োदр ݆ࣻӝӝ য়ۄੋ ծ
оמೠਊ
оמೠਊ झ݃ಪ
оמೠਊ ޖੋزର झ݃ಪ
оמೠਊ ޖੋزର झ݃ಪ ٘ۿ
оמೠਊ ޖੋزର झ݃ಪ ٘ۿ 73"3
оמೠਊ ޖੋزର झ݃ಪ ٘ۿ 73"3 *05
ࠁా٩۞ $// ݽ߄ੌ٩۞ $// рױೠݍࠁӝ
ࠁా٩۞ $// ݽ߄ੌ٩۞ $// పझ (16 /WJEJB ۽$16 рױೠݍࠁӝ
ࠁా٩۞ $// ݽ߄ੌ٩۞ $// పझ (16 /WJEJB ۽$16 పझ .VMUJDSPQ&OTFNCMF
0OFQBTT*OGFSFODF рױೠݍࠁӝ
ࠁా٩۞ $// ݽ߄ੌ٩۞ $// పझ (16 /WJEJB ۽$16 పझ .VMUJDSPQ&OTFNCMF
0OFQBTT*OGFSFODF рױೠݍࠁӝ పझ ݫݽܻ ࣘبࠁױ ഛبо؊ਃ ݫݽܻ ࣘبܳޅݏ୶ݶ ইߓನܳޅೣ
ࠁా٩۞ $// ݽ߄ੌ٩۞ $// పझ (16 /WJEJB ۽$16 పझ .VMUJDSPQ&OTFNCMF
0OFQBTT*OGFSFODF рױೠݍࠁӝ పझ ݫݽܻ ࣘبࠁױ ഛبо؊ਃ ݫݽܻ ࣘبܳޅݏ୶ݶ ইߓನܳޅೣ పझ ۄ࠳۞ܻ৮न҃উॹ ۄ࠳۞ܻࢎૉਃೣ
ࠁా٩۞ $// ݽ߄ੌ٩۞ $// పझ (16 /WJEJB ۽$16 పझ .VMUJDSPQ&OTFNCMF
0OFQBTT*OGFSFODF ण ݫݽܻחԤԤਕࢲ ݫݽܻחթইت рױೠݍࠁӝ పझ ݫݽܻ ࣘبࠁױ ഛبо؊ਃ ݫݽܻ ࣘبܳޅݏ୶ݶ ইߓನܳޅೣ పझ ۄ࠳۞ܻ৮न҃উॹ ۄ࠳۞ܻࢎૉਃೣ
ࠁా٩۞ $// ݽ߄ੌ٩۞ $// పझ (16 /WJEJB ۽$16 పझ .VMUJDSPQ&OTFNCMF
0OFQBTT*OGFSFODF ण ݫݽܻחԤԤਕࢲ ݫݽܻחթইت ࢸ҅ ୭ೠ٩ೞѱ ۨযܳऺח ୭ೠബਯਵ۽ ۨযܳऺח рױೠݍࠁӝ పझ ݫݽܻ ࣘبࠁױ ഛبо؊ਃ ݫݽܻ ࣘبܳޅݏ୶ݶ ইߓನܳޅೣ పझ ۄ࠳۞ܻ৮न҃উॹ ۄ࠳۞ܻࢎૉਃೣ
ݽ߄ੌࣁ࢚ಞച
ݽ߄ੌࣁ࢚ಞച (16"SDIJUFDUVSFT 1PXFS73 "ESFOP .BMJ
ݽ߄ੌࣁ࢚ಞച (16"SDIJUFDUVSFT 1PXFS73 "ESFOP .BMJ .BKPS04 J04"OESPJE
ݽ߄ੌࣁ࢚ಞച (16"SDIJUFDUVSFT 1PXFS73 "ESFOP .BMJ .BKPS04 J04"OESPJE 5XP.BKPSDPNQVUF"1*T
0QFO$-3FOEFS4DSJQU
ݽ߄ੌࣁ࢚ಞച (16"SDIJUFDUVSFT 1PXFS73 "ESFOP .BMJ .BKPS04 J04"OESPJE 5XP.BKPSDPNQVUF"1*T
0QFO$-3FOEFS4DSJQU 5ISFF.BKPS(SBQIJDT"1*T 0QFO(-7VMLBO.FUBM
݄࢚೧ࠁݶ ֤ޙীࢲੜػҊೠ֎ਕܳ ೧ࠁݶਗೞחࢿמաয়ঋणפ /BT/FU" .PCJMF/FU эणߑߨ
݄࢚೧ࠁݶ ਬٜܻ࢚࢚ਸୡਘפ Ҧ࢚ೠݽ߄ੌಪ WJWP ӝӝ߹۽ୌର݅߹ эӝӝীࢲبਬ߹۽ୌର݅߹
݄࢚೧ࠁݶ ৮߷ೠؘఠࣇਸоחѤ೦࢚൨ٟפ $MBTT*NCBMBODF1SPCMFN જಣо &OEUP&OEపझജ҃
݄࢚೧ࠁݶ ਊҊࣘبחࡅܰݴഛبח֫ইঠפ ӒܻҊߓఠܻبѱॳݶજইਃ J04DFMMVMBSEPXOMPBEMJNJU.#
ಽযঠೡޙઁחѱ оੑפ
ਊਸѱॳҊࣘبоࡅܰݶࢲ ஏഛبо֫ݽ؛ٜ݅ӝ ٩۞ݽ؛ਸബਯਵ۽ҳഅೞҊ উਵ۽ೞӝ
ਊਸѱॳҊࣘبоࡅܰݶࢲ ஏഛبо֫ݽ؛ٜ݅ӝ ٩۞ݽ؛ਸബਯਵ۽ҳഅೞҊ উਵ۽ೞӝ
ਬݺೠݽ߄ੌ٩۞ইఃఫܳ эಝࠇद
4RVFF[F/FU JNBHFGSPNIUUQTTUBOGPSEFEV_TPOHIBO ,FSOFM3FEVDUJPO $IBOOFM3FEVDUJPO YఠܳYఠ۽פ Yఠ۽օࣻܳੑפ
4RVFF[F/FU ↟ۨযীࢲYইצYਸࢎਊ䱋 ↟1PPMJOHਸ ীࢲ\ ^۽FBSMZ FWFOMZEPXOTBNQMJOH 4RVFF[F/FUWਸࢎਊೞࣁਃ
3FT/FUبWо؊જणפ೦࢚W9 7ܳഛੋೞࣁਃ JNBHFGSPNIUUQTHJUIVCDPN%FFQ4DBMF4RVFF[F/FUUSFFNBTUFS4RVFF[F/FU@W
'JHVSFTGSPNIUUQTBSYJWPSHQEGQEG IUUQTHJUIVCDPN;FIBPT.PCJMF/FU ҳӖߊೠݽ߄ੌਊ$//ইఃఫ ೞ݅ ֔ীࢲ߮݃ػࢿמӒ۽ٮۄয়ঋणפ .PCJMF/FU $PNQBDU-BZFS
'JHVSFTGSPNIUUQTBSYJWPSHQEGQEG IUUQTHJUIVCDPN;FIBPT.PCJMF/FU 4IVGGMF/FU (SPVQ$POWPMVUJPO $IBOOFM4IVGGMF బࢲ۽ীחӒܛஶࠅܖ࣌হযਃ
'JHVSFTGSPNIUUQTBSYJWPSHBCT ҳӖইఃఫఐ࢝ਸా೧ইմ$//ইఃఫ ؘ֔ఠীࢶ୭ҊѾҗܳ݅नؘఠীࢶ୭ঈѾҗܳࣻبणפ /BT/FU"
IUUQTBSYJWPSHBCT ࣻېझܳоؘఠীणೞח࢚ടীࢲਬਊ 4RVJTIFE/FUT $POWDPOUBJOT䱋 _1BSBNFUFST /VN0G$MBTTFT Y'JMUFST
5BCMFGSPNIUUQTBSYJWPSHQEGQEG 13FMV %JMBUFE$POWPMVUJPO 6QTBNQMJOH $POWPMVUJPO5SBOTQPTF١নೠҳઑࢎਊ &/FU नݽ߄ੌۨਕоਤোਸਗೞחഛੋ೧ࠁࣁਃ
ബਯੋ$//ҳઑܳ ݅٘חؘبؼоഌ
'VMMZ$POOFDUFEۨযܳ(MPCBM"WFSBHF1PPMJOHਵ۽ ↟7((റ/FUXPSLJO/FUXPSL *ODFQUJPOࠗఠ۽ࢎਊೠߑߨ䱋 ↟ݽ߄ੌ٩۞ীҴೠػঠӝחইש䱋 ↟'VMMZ$POWPMVUJPOBMೣ 'JHVSFGSPNIUUQDTOTUBOGPSEFEVTMJEFTDTO@@MFDUVSFQEG
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*NBHFGSPNIUUQDTOTUBOGPSEFEVTMJEFTDTO@@MFDUVSFQEG 4RVFF[F3BUJP Y3BUJP 3FT/F9U $BSEJOBMJUZ
3FTJEVBM-FBSOJOHਃפ ↟#/$0/73&-6ҳઑחࠁాજࢿמਸࠁפ䱋 ↟4LJQDPOOFDUJPOࠁాજࢿמਸࠁפ䱋 ↟Yਸഝਊೠߡౣ֏ҳઑחࠁాજࢿמਸࠁפ *NBHFGSPNIUUQDTOTUBOGPSEFEVTMJEFTDTO@@MFDUVSFQEG
$IBOOFM3FEVDUJPO,FSOFM3FEVDUJPO ↟ೠۨযীࢲYఠ߈ਸY۽߄Լبࢿמڄযঋਸࣻणפ䱋 ↟Yਸࢎਊ೧ࢲੋುօਸݶۄఠনਸੌࣻणפ *NBHFGSPNIUUQTXXXTMJEFTIBSFOFU'PSSFTU*BOEPMBTNBMMEFFQOFVSBMOFUXPSLTUIFJSBEWBOUBHFTBOEUIFJSEFTJHO
Ө%PXOTBNQMJOH ↟$POWPMVUJPO5SBOTQPTFоٜযоח&/FUীࢶୡ߈ী&BSMZ%PXOTBNQMJOHਸӂפ䱋 ↟,FSOFMҗDIBOOFMਸੋ4RVFF[F/FU W ীࢶ-BUF%PXOTBNQMJOHਸࢎਊפ *NBHFGSPNIUUQTXXXTMJEFTIBSFOFU'PSSFTU*BOEPMBTNBMMEFFQOFVSBMOFUXPSLTUIFJSBEWBOUBHFTBOEUIFJSEFTJHO
$PNQBDUೠҳઑܳࢎਊפ ↟'BDUPSJ[Fػఠܳࢎਊೞݶҕрਸডפ Y Y Y 䱋 ↟3FT/FYU .PCJMF/FUݽف$PNQBDUೠҳઑܳࢎਊ೮णפ%X($POW *NBHFGSPNIUUQTBSYJWPSHQEGQEG
ઁજҳઑٜܳ݅ਵפ
ੜण೧ঠפ
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ೠ۽झೣࣻࢶఖ ↟4FHNFOUBUJPOޙઁীࢲ$SPTT&OUSPQZоҗো୭ࢶࢶఖੌөਃ 䱋 'JHVSFGSPNIUUQTMNCJOGPSNBUJLVOJGSFJCVSHEFQFPQMFSPOOFCFSVOFU IUUQYJBPZPOHTIFONFXFCQBHF@QPSUSBJUJOEFYIUNM ࣄױਤ4PGUNBY
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оҮള ਊਸѱॳҊࣘبоࡅܰݶࢲ ஏഛبо֫ݽ؛ٜ݅ӝ
֔߮݃ࢿמ औѱੌ߈ചغঋח पઁपѾҗ 4RVFF[F/FU.PCJMF/FU/BT/FU䱋 Ҋহࢶఖೠ.PCJMF/FU୭ࢶইקࣻ ݽ߄ੌ$//֤ޙࡺ݅ইפۄ $//֤ޙਸ౹۽স೧ঠೠ .PCJMF/FU
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ਊਸѱॳҊࣘبоࡅܰݶࢲ ஏഛبо֫ݽ؛ٜ݅ӝ ٩۞ݽ؛ਸബਯਵ۽ҳഅೞҊ উਵ۽ೞӝ
ܻоࢶఖೡࣻח ٩۞ۨਕ
ݫ٩۞ۨਕఋۄੋ ೞಌழ֏ݽ߄ੌ ۽ંद $/,5 5PSDIחࢤۚ
ݫ٩۞ۨਕఋۄੋ ೞಌழ֏ݽ߄ੌ ۽ંद $/,5 5PSDIחࢤۚ
ݫ٩۞ۨਕఋۄੋ ೞಌழ֏ݽ߄ੌ ۽ંद $/,5 5PSDIחࢤۚ
ݫ٩۞ۨਕఋۄੋ ೞಌழ֏ݽ߄ੌ ۽ંद $/,5 5PSDIחࢤۚ
8BJU$BMDVMBUJPO ӝࣿߊࣘبоࡅܰӝٸޙীӘ۽ٜ݅ӝܳदೞחѪࠁ䱋 /ٍ֙ীٜ݅ݶয়۰উ٘۽ݫী؊ࡈܻبೡࣻ䱋 /݃ੋо
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Ӓېࢲ ۨਕ যڌѱࢶఖ೧ঠೡөਃ оӝળ
णীࢎਊೠۨਕীࢲযۄఠܳ औѱݽ߄ੌਊਵ۽ஶߡоמ೧ঠೠ ↟#BUDI/PSNBMJ[BUJPOীࢲ&QTJMPO࠙ݽী؊ೞח١ର䱋 ↟$POWPMVUJPOনೠ২࣌ҳഅ EJMBUF 䱋 ↟/$)8/)8$䱋 ↟)80**0)8䱋 ↟पઁ۽ج۰ࠊঠࢿמҗࣘبܳঌࣻणפ
ݽ߄ੌജ҃ "SN/&0/ ী ୭ചػҳഅযঠೠ ↟2VBOUJ[BUJPOਸೠݶ4*.%JOTUSVDUJPOਸഝਊ೧ঠо ݒࡅܰѱ߸ചೞח٩۞ࣁ҅ী эೡழޭפ౭оઓ೧ঠೠ ↟#BUDI/PSNBMJ[BUJPO #BUDI3FOPSNBMJ[BUJPO 䱋 ↟࢜۽֎ਕҳઑٜܳ݅ਵݶݽ߄ੌ۽ѹࢲࡅܰѱप೧ࠊঠפ &OEUP&OE
ۨਕܳࢶఖ೮ਵݶ
ݽ߄ੌജ҃ীਬਊೠ ୷ҳഅߑߨਸਊ೧ঠפ оܳࣗѐפ
1BSBNFUFS1SVOJOH4IBSJOH ਃড ࣻ۴ೡٸөणೠ ֢٘ܳҊदण GJOFUVOF ೠറ "DDVSBDZܳҙೠറࣚ೧о݄बೠಝࠄ
ܳݾ۽ೞחTQFFEBDDVSBDZীب׳ೡٸ ө߈ࠂ ߹۽୶ୌೞঋणפ ࠂػч݆ਵݶ୷ػۄఠࢎૉоইࣻחणפ䱋 ֎ਕܳా೧ۄఠܳ߉ח҃ীחਬਊೡࣻणפ ױ णۄੋցޖӡয ߹بೞ٘ਝযҳഅਸೞঋח࢚ࣘبѐ ࢶহ ߑߨਸ݆ࢎۈٜॳঋҊ
'JHVSFGSPNIUUQTBSYJWPSHQEGQEG ↟5VDLFS%FDPNQPTJUJPO $1%FDPNQPTJUJPO䱋 ↟1SVOJOHҗ݃ଲо۽णۄੋցޖӡয ↟ਊߧਤоઁೠ ౠDPOWPMVUJPOো 䱋 ↟୭Ӕূ$PNQSFTTJPO"XBSFೠणߑߨઁউغҊ -PX3BOL"QQSPYJNBUJPO%FDPNQPTJUJPO -PTTGVODUJPOGSPN
$PNQSFTTJPOBXBSF5SBJOJOHPG%FFQ/FUXPSLT /*14 ۄఠо-PX3BOLܳоب۾݅٘חۨӑۄઉ
2VBOUJ[BUJPO CJU ↟*OUFHFSBSJUINFUJD݅ࢎਊೞחো "SN/&0/୭ച ਸҳഅ೧ঠࡅܵפ䱋 ↟8FJHIU৬"DUJWBUJPOݽف2VBOUJ[BUJPO೧ঠפ䱋 ↟߹بणহਸ҃֎ਕоਸࣻ۾ஏഛبоबпೞѱڄযפ䱋 ↟'PSXBSE1SPQBHBUJPOCJU۽#BDLXBSE1SPQBHBUJPOCJUGMPBUਵ۽פ 'JHVSFGSPNIUUQTBSYJWPSHBCT
'JHVSFGSPNIUUQTBSYJWPSHBCT ↟(16ীࢲ2VBOUJ[BUJPOҙ۲ࠁઑ֢٘ 'BLF2VBOU ٸޙী_ߓ؊ו۰פ䱋 ↟5FOTPSGMPX.PCJMFীࢲחэਬ۽ߓо؊ו۰פ䱋 ↟ೞ݅ 5FOTPS'MPX-JUF۽חߓ࢚ࡅܵפ 2VBOUJ[BUJPO CJU
'JHVSFGSPNIUUQTQBQFSTOJQTDDQBQFSUPXBSETBDDVSBUFCJOBSZDPOWPMVUJPOBMOFVSBMOFUXPSLQEG ↟5FSOBSZ8FJHIU.BUSJY #JOBSZ/FVSBM/FUXPSLT 9/03OFU䱋 ↟5PXBSET"DDVSBUF#JOBSZ$POWPMVUJPOBM/FVSBM/FUXPSL "#$OFU/*14 䱋 ↟ؘఠࣇ *NBHF/FU ীਊೠ҃बпೠஏഛبೞоੌযթ
2VBOUJ[BUJPO CJU
Ӓېࢲ যڃӝߨਸ ࢎਊ೧ঠೡөਃ
"MFY/FU 7((١PWFSQBSBNFUFSJ[FEػ ݽ؛݅ࢎਊೠपन܉ೞݶউػ पઁݽ߄ੌীࢲ߮݃ఊೠࣘبоযঠೠ ݽ؛җҳഅ୭ೠ ة݀ৈঠೠ ֎ਕҳઑܳ߄ԲחѪࠁױCJUܳࢎਊೞחѱ഻ঁة݀䱋 णۄੋױ࢚҅טযաݶഅपਵ۽൨ٜ
ౠ߹ೠೞ٘ਝযܳਃҳೞח ҳഅޖೞ %FFQ$PNQSFTTJPO&*& &GGJDJFOU*OGFSFODF&OHJOF ۆೞ٘ਝযীࢲ݅ࡅܰ
ݽ߄ੌী٩۞ৢܻӝ ଵऔભ
ҳഅ٣పੌ
None
ঐഐച ୷ܫ 74
ঐഐച ୷ܫ 74 %ZOBNJD GSFRVFODZ TDBMJOH
ঐഐച ୷ܫ 74 %ZOBNJD GSFRVFODZ TDBMJOH #JH-JUUMF
ঐഐച ୷ܫ 74 %ZOBNJD GSFRVFODZ TDBMJOH ࡅܲ*0חਃפ 0QFO(- #JH-JUUMF
ঐഐച ୷ܫ 74 %ZOBNJD GSFRVFODZ TDBMJOH ࡅܲ*0חਃפ 0QFO(- ೠറܻ #JH-JUUMF
ঐഐച ୷ܫ 74 %ZOBNJD GSFRVFODZ TDBMJOH ࡅܲ*0חਃפ 0QFO(- "#(3 0SJFOUBUJPOীਬ
ೠറܻ #JH-JUUMF
оৢ ې
None
(8PSME
(8PSME )BSEXBSF 4VQQPSU
(8PSME )BSEXBSF 4VQQPSU 9-"
хࢎפ