Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Features
Speaker Deck
PRO
Sign in
Sign up for free
Search
Search
Google TensorFlowとAndroidが繋がる未来
Search
Sponsored
·
Your Podcast. Everywhere. Effortlessly.
Share. Educate. Inspire. Entertain. You do you. We'll handle the rest.
→
ARIYAMA Keiji
March 12, 2016
Technology
6.3k
4
Share
Embed
Copy iframe code
Copy JS code
Copy link
Start on current slide
Google TensorFlowとAndroidが繋がる未来
Android Bazaar and Conference 2016 Spring 発表資料
http://abc.android-group.jp/2016s/
ARIYAMA Keiji
March 12, 2016
More Decks by ARIYAMA Keiji
See All by ARIYAMA Keiji
Build with AI
keiji
0
270
DroidKaigi 2023
keiji
0
2.1k
TechFeed Conference 2022
keiji
0
330
Android Bazaar and Conference Diverse 2021 Winter
keiji
0
920
ci-cd-conference-2021
keiji
1
1.3k
Android Bazaar and Conference 2021 Spring
keiji
3
920
TFUG KANSAI 20190928
keiji
0
170
Softpia Japan Seminar 20190724
keiji
1
200
pixiv App Night 20190611
keiji
1
640
Other Decks in Technology
See All in Technology
Socrates × Looker 〜セマンティックレイヤーで進化するデータ分析エージェント〜
hanon52_
3
2.3k
自律型AIエージェントは何を破壊するのか
kojira
0
160
2026TECHFRESH畢業分享會 - 原生還是跨平台? App 開發踩坑實錄
line_developers_tw
PRO
0
1k
FinOps × AIエージェントで実現する コストインシデントの自動調査
oasis1994liveforever
0
140
エラーバジェットのアラートのタイミングを考える.pdf
kairim0
0
150
日本 Fintech 未来予測レポート 2027〜2028年(手動編集版)
8maki
0
2.3k
脆弱性対応、どこで線を引くか
rymiyamoto
1
390
Disciplined Vibes: Scaling AI-Assisted Engineering
sheharyar
0
140
人材育成分科会.pdf
_awache
4
250
AIの性能が向上しても未解決な組織の重大問題は何か?/An Unsolved Organizational Problem in the Age of AI
moriyuya
4
660
AmazonRoute 53ではじめてのドメイン取得!HTTPS化までの道のりを整理してみた
usanchuu
3
140
【NRUG vol.18】なぜ多くのオブザーバビリティ導入は失敗するのか
nrug_member
0
130
Featured
See All Featured
Design in an AI World
tapps
1
240
Google's AI Overviews - The New Search
badams
0
1k
ピンチをチャンスに:未来をつくるプロダクトロードマップ #pmconf2020
aki_iinuma
128
56k
Chrome DevTools: State of the Union 2024 - Debugging React & Beyond
addyosmani
10
1.2k
Lightning Talk: Beautiful Slides for Beginners
inesmontani
PRO
2
570
Color Theory Basics | Prateek | Gurzu
gurzu
0
360
No one is an island. Learnings from fostering a developers community.
thoeni
21
3.7k
Designing for Timeless Needs
cassininazir
1
250
Tell your own story through comics
letsgokoyo
1
950
Building Experiences: Design Systems, User Experience, and Full Site Editing
marktimemedia
0
530
Designing Experiences People Love
moore
143
24k
Discover your Explorer Soul
emna__ayadi
2
1.1k
Transcript
C-LIS CO., LTD.
C-LIS CO., LTD. ༗ࢁܓೋʢ,FJKJ"3*:"."ʣ C-LIS CO., LTD. AndroidΞϓϦ։ൃऀ ػցֶशॳ৺ऀ
ͬͯ·ͤΜ Photo : Koji MORIGUCHI (AUN CREATIVE FIRM)
C-LIS CO., LTD.
C-LIS CO., LTD.
C-LIS CO., LTD. IUUQXXXNFCJDDPNDSFBUPSTpMFIUNM ϝϏοΫઔொɹΫϦΤΠλʔζϑΝΠϧ Vol.376
C-LIS CO., LTD. IUUQXXXNFCJDDPNDSFBUPSTpMFIUNM ϝϏοΫઔொɹΫϦΤΠλʔζϑΝΠϧ Vol.376
C-LIS CO., LTD.
C-LIS CO., LTD. ࿘ͷϏϧɾήΠπ ͳʹΘ IUUQXXXNFCJDDPNDSFBUPSTpMFIUNM ϝϏοΫઔொɹΫϦΤΠλʔζϑΝΠϧ Vol.376
(PPHMF5FOTPS'MPXͱ "OESPJE͕ܨ͕Δະདྷ
(PPHMF*0
C-LIS CO., LTD. 5FOTPS'MPXൃදʢʣ TM
ษڧձΖ͏ͥ
C-LIS CO., LTD. (%(,PCFʢBUେࡕۀେֶʣ
C-LIS CO., LTD. (%(,ZPUPʢBUۙـେֶʣ
C-LIS CO., LTD. ษڧձͰͷൃදςʔϚ IUUQTHEHLPCFEPPSLFFQFSKQFWFOUT
4PGUXBSF%FTJHO݄߸ʰ"OESPJE4UVEJPͷελΠϧͰޮΞοϓʱΑΓ © ࠜઇΕ͍ ؟ ڸ ͬ ່
Έͷ؟ڸ່ͬը૾ΛࣗಈͰऩू͍ͨ͠
C-LIS CO., LTD. ൃද༰ (%(,PCFʢBUେࡕۀେֶʣ
C-LIS CO., LTD. ൃද༰ (%(,ZPUPʢBUۙـେֶʣ
C-LIS CO., LTD. ࣮ݱΛ્Ή̏ͭͷน σʔλͷน ܭࢉྔͷน ػցֶशͷน
C-LIS CO., LTD.
C-LIS CO., LTD. σʔλͷน σʔλͷน େྔͷ܇࿅σʔλΛ୭͕Ͳ͏ͬͯ༻ҙ͢Δʁ ܭࢉྔͷน ػցֶशͷน
C-LIS CO., LTD. େྔͷσʔλΛ Ͳ͏ͬͯखʹೖΕΔ͔ copyright © 2016 Live2D
Inc. all rights reserved.
؟ڸ່ͬͷϞσϧΛ࡞Δʹ ؟ڸΛ֎ͨ͠ঢ়ଶͷֆ͕ඞཁ
ϓϩδΣΫτɺ ҉ʹΓ্͛ͨʜʜ
C-LIS CO., LTD. σʔλՃͷޮΞοϓ 0QFO$7ΛͬͯإΛΓग़͢ಛྔͷϑΝΠϧ͕ ެ։͞Ε͍ͯͨ 0QFO$7ʹΑΔΞχϝإݕग़ͳΒMCQDBTDBEF@BOJNFGBDF IUUQVMUSBJTUIBUFOBCMPHDPNFOUSZ
C-LIS CO., LTD. σʔλ࡞ ख࣋ͪͷ؟ڸ່ͬը૾ ຕΛॲཧ ຕͷը૾͔Β ຕͷإը૾ʢީิʣΛऔಘ ຕʹ͍ͭͯ0QFO$7͕إΛࣝผͰ͖ͣ
C-LIS CO., LTD. ࡞σʔλ༁ ຕதɺ؟ڸ່ͬը૾͕ຕ ͦΕҎ֎͕ຕ إը૾Ͱͳ͍ޡݕग़͕ຕ ؟ڸ່ͬ
ඇ؟ڸ່ͬ ޡݕग़
C-LIS CO., LTD. ܭࢉྔͷน σʔλͷน ܭࢉྔͷน खॻ͖จࣈೝࣝʢ./*45ʣͰ$16ͩͱͳ͔ͳ͔ऴΘΒͳ͍ ػցֶशͷน
C-LIS CO., LTD. (16ϚγϯΛಋೖ Graphic Memory: 2 GB compute
capability: 5.2 (F'PSDF(59
C-LIS CO., LTD. ͷൺֱ .BDʢ$16ʣ 2016-03-06 00:45:41.023059: step 0,
loss = 11.16 (37.3 examples/sec; 3.436 sec/batch) 2016-03-06 00:46:16.764922: step 10, loss = 11.05 (41.2 examples/sec; 3.108 sec/batch) 2016-03-06 00:46:55.245639: step 20, loss = 10.95 (37.4 examples/sec; 3.424 sec/batch) (16 2016-03-06 00:42:54.454566: step 90, loss = 10.39 (286.9 examples/sec; 0.446 sec/batch) 2016-03-06 00:42:59.533350: step 100, loss = 10.32 (290.1 examples/sec; 0.441 sec/batch) 2016-03-06 00:43:04.834940: step 110, loss = 10.27 (292.9 examples/sec; 0.437 sec/batch)
C-LIS CO., LTD. ػցֶशͷน σʔλͷน ܭࢉྔͷน ػցֶशͷน ܓೋʹػցֶश͕Θ͔Β͵ɻܓೋɺΞϓϦ։ൃऀͰ͋Δɻ+BWBΛॻ͖ɺ "OESPJE4UVEJPͱ༡ΜͰͯ͠དྷͨɻ͚ΕͲ؟ڸ່ͬʹରͯ͠ɺਓҰഒʹහײ
Ͱ͋ͬͨɻ
C-LIS CO., LTD. $*'"34BNQMF ଟΫϥεྨ IUUQTXXXDTUPSPOUPFEV_LSJ[DJGBSIUNM
C-LIS CO., LTD. ̎Ϋϥεྨ
C-LIS CO., LTD. ͬͨ͜ͱ ूΊͨσʔλΛ$*'"3ͷϑΝΠϧܗࣜʹ߹ΘͤͯQBDLͯ͠ αϯϓϧϓϩάϥϜʹ༩͑ͨ Label Red Green
Blue 1 0 Label Red Green Blue 1 Label Red Green Blue 2 :
C-LIS CO., LTD. DJGBSQZͷϞσϧ ̎ͷંΓΈɾϓʔϦϯά ̎ͷશ݁߹
C-LIS CO., LTD. ܇࿅σʔλ ςετσʔλ 5SBJOJOH CBUDI 4UFQ MOVING_AVERAGE_DECAY
= 0.9999 NUM_EPOCHS_PER_DECAY = 350.0 LEARNING_RATE_DECAY_FACTOR = 0.6 INITIAL_LEARNING_RATE = 0.2
C-LIS CO., LTD. 5SBJOJOH CBUDI 4UFQ
C-LIS CO., LTD. 5SBJOJOH CBUDI 4UFQ
C-LIS CO., LTD. &WBMVBUJPO ܇࿅σʔλ ςετσʔλ 1SFDJTJPO ʙ
ͦΕɺաֶश͡Όͳ͍ΜͰ͔͢ʁ
C-LIS CO., LTD. &WBMVBUJPO
C-LIS CO., LTD. ࠓޙͷ՝ ֶशʢςετʣσʔλͷॆ࣮ ʢ؟ڸͰͳ͘ɺΩϟϥΫλʔΛݟ͍ͯΔՄೳੑ͕͋Δʣ ఆਫ਼Λ্͛Δ ʢάϥϑͷਂԽʗύϥϝʔλʔௐʣ
C-LIS CO., LTD. ࠓޙͷ՝ ֶशʢςετʣσʔλͷॆ࣮ ʢ؟ڸͰͳ͘ɺΩϟϥΫλʔΛݟ͍ͯΔՄೳੑ͕͋Δʣ ఆਫ਼Λ্͛Δ ʢάϥϑͷਂԽʗύϥϝʔλʔௐʣ 8FCαʔϏεͱͯ͠ެ։
C-LIS CO., LTD. "OESPJEΞϓϦͷΈࠐΈ 5FOTPSqPX%FNP 1SFUSBJOFEʢ*ODFQUJPO.PEFMʣΛͬͨ ମೝࣝͷαϯϓϧΞϓϦ
C-LIS CO., LTD. %FNP
C-LIS CO., LTD. "OESPJEΞϓϦͷΈࠐΈ (SBEMFͰϏϧυͰ͖ͳ͍ʢ#B[FMʣ Ϟσϧσʔλ͕େ͖͍ ʢ*ODFQUJPOϞσϧͰ.#ʣ άϥϑΛؚΉϞσϧσʔλͷΤΫεϙʔτ͕खܰͰͳ͍ ·ͩૣ͍ɻ͚ΕͲࢹ͢Δඞཁ͕͋Δ
C-LIS CO., LTD. 5FOTPS'MPXΛͬͨػցֶश͜ͱ͡ΊCZ5PSV6&/0:"." IUUQXXXTMJEFTIBSFOFU5PSV6FOPZBNBUFOTPSqPXHEH 0QFO$7ʹΑΔΞχϝإݕग़ͳΒMCQDBTDBEF@BOJNFGBDF IUUQVMUSBJTUIBUFOBCMPHDPNFOUSZ σΟʔϓϥʔχϯάͰ͓ͦদ͞Μͷͭࢠݟ͚ΒΕΔͷ͔ʁɹʙ४උฤʙ IUUQCPIFNJBIBUFOBCMPHDPNFOUSZ $*'"3
$*'"3ͷσʔλΛಡΈࠐΉํ๏ IUUQRJJUBDPNTVQFSTBJBLVKJOJUFNTFECFG 5FOTPS'MPX IUUQTHJUIVCDPNUFOTPSqPXUFOTPSqPX ࢀߟ
(PPHMF5FOTPS'MPXͱ "OESPJE͕ܨ͕Δະདྷ
C-LIS CO., LTD. C-LIS CO., LTD.
ຊࢿྉɺ༗ݶձࣾγʔϦεͷஶ࡞Ͱ͢ɻܝࡌ͞Ε͍ͯΔΠϥετɺಛʹهࡌ͕ͳ͍߹ࠜઇΕ͍ͷஶ࡞Ͱ͢ɻ ຊࢿྉͷશ෦ɺ·ͨҰ෦ʹ͍ͭͯɺஶ࡞ऀ͔ΒจॻʹΑΔڐΛಘͣʹෳ͢Δ͜ͱې͡ΒΕ͍ͯ·͢ɻ 5IF"OESPJE4UVEJPJDPOJTSFQSPEVDFEPSNPEJpFEGSPNXPSLDSFBUFEBOETIBSFECZ(PPHMFBOEVTFE BDDPSEJOHUPUFSNTEFTDSJCFEJOUIF$SFBUJWF$PNNPOT"UUSJCVUJPO-JDFOTF ໊֤ɾϒϥϯυ໊ɺձ໊ࣾͳͲɺҰൠʹ֤ࣾͷඪ·ͨొඪͰ͢ɻຊࢿྉதͰɺɺɺäΛׂѪͯ͠ ͍·͢ɻ 5IF"OESPJESPCPUJTSFQSPEVDFEPSNPEJpFEGSPNXPSLDSFBUFEBOETIBSFECZ(PPHMFBOEVTFEBDDPSEJOH UPUFSNTEFTDSJCFEJOUIF$SFBUJWF$PNNPOT"UUSJCVUJPO-JDFOTF