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
ARIYAMA Keiji
March 12, 2016
Technology
4
6.2k
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
Tweet
Share
More Decks by ARIYAMA Keiji
See All by ARIYAMA Keiji
Build with AI
keiji
0
120
DroidKaigi 2023
keiji
0
1.4k
TechFeed Conference 2022
keiji
0
210
Android Bazaar and Conference Diverse 2021 Winter
keiji
0
820
ci-cd-conference-2021
keiji
1
1.2k
Android Bazaar and Conference 2021 Spring
keiji
3
740
TFUG KANSAI 20190928
keiji
0
89
Softpia Japan Seminar 20190724
keiji
1
140
pixiv App Night 20190611
keiji
1
550
Other Decks in Technology
See All in Technology
CVE alive
ennael
PRO
0
320
XPを始める新人に伝えたい近道の鍵
nakasho
1
190
Renovate ではじめる運用レスなライブラリ更新 / 令和最新版 他人に自慢したいヤバいCI/CD LT会 @ yabaibuki.dev #2
ponkio_o
PRO
1
120
【shownet.conf_】トポロジ図の歩き方
shownet
PRO
0
330
REST API Design Pitfalls
victorrentea
1
500
OPENLOGI Company Profile for engineer
hr01
1
12k
Create Inquiry via Bedrock / 生成 AI で問い合わせ品質は変わるのか?思いついてぱっと作ったものを供養してみる
kazzpapa3
1
190
Assisted reorganization of data structures
ennael
PRO
0
190
【shownet.conf_】持続可能な次世代Wi-Fi運用に向けて
shownet
PRO
0
230
BLEA v3.0.0の新しいベストプラクティスを取り入れた効率的なAWS CDK開発/jawsug_cdk16
mhrtech
3
330
【shownet.conf_】ネットワークテストの最適化と利便性の追求
shownet
PRO
0
220
第45回 MLOps 勉強会 - ML Test Score を用いた機械学習システムの定量的なアセスメント
masatakashiwagi
2
110
Featured
See All Featured
Become a Pro
speakerdeck
PRO
23
4.9k
Typedesign – Prime Four
hannesfritz
39
2.3k
The Cost Of JavaScript in 2023
addyosmani
43
5.8k
GraphQLの誤解/rethinking-graphql
sonatard
65
9.9k
A Philosophy of Restraint
colly
202
16k
Making Projects Easy
brettharned
114
5.8k
Atom: Resistance is Futile
akmur
261
25k
ParisWeb 2013: Learning to Love: Crash Course in Emotional UX Design
dotmariusz
109
6.9k
Put a Button on it: Removing Barriers to Going Fast.
kastner
58
3.4k
Cheating the UX When There Is Nothing More to Optimize - PixelPioneers
stephaniewalter
278
13k
Building Your Own Lightsaber
phodgson
101
6k
Adopting Sorbet at Scale
ufuk
73
8.9k
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