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
210
DroidKaigi 2023
keiji
0
1.8k
TechFeed Conference 2022
keiji
0
280
Android Bazaar and Conference Diverse 2021 Winter
keiji
0
870
ci-cd-conference-2021
keiji
1
1.2k
Android Bazaar and Conference 2021 Spring
keiji
3
800
TFUG KANSAI 20190928
keiji
0
120
Softpia Japan Seminar 20190724
keiji
1
170
pixiv App Night 20190611
keiji
1
590
Other Decks in Technology
See All in Technology
GeminiとNotebookLMによる金融実務の業務革新
abenben
0
250
Fabric + Databricks 2025.6 の最新情報ピックアップ
ryomaru0825
1
160
ハッカソン by 生成AIハッカソンvol.05
1ftseabass
PRO
0
170
AI導入の理想と現実~コストと浸透〜
oprstchn
0
170
AWS Organizations 新機能!マルチパーティ承認の紹介
yhana
1
240
AI専用のリンターを作る #yumemi_patch
bengo4com
5
3.5k
Lazy application authentication with Tailscale
bluehatbrit
0
140
高速なプロダクト開発を実現、創業期から掲げるエンタープライズアーキテクチャ
kawauso
2
6k
低レイヤを知りたいPHPerのためのCコンパイラ作成入門 完全版 / Building a C Compiler for PHPers Who Want to Dive into Low-Level Programming - Expanded
tomzoh
4
3.4k
fukabori.fm 出張版: 売上高617億円と高稼働率を陰で支えた社内ツール開発のあれこれ話 / 20250704 Yoshimasa Iwase & Tomoo Morikawa
shift_evolve
PRO
2
4.7k
あなたの声を届けよう! 女性エンジニア登壇の意義とアウトプット実践ガイド #wttjp / Call for Your Voice
kondoyuko
4
530
自律的なスケーリング手法FASTにおけるVPoEとしてのアカウンタビリティ / dev-productivity-con-2025
yoshikiiida
1
10k
Featured
See All Featured
Dealing with People You Can't Stand - Big Design 2015
cassininazir
367
26k
Mobile First: as difficult as doing things right
swwweet
223
9.7k
Product Roadmaps are Hard
iamctodd
PRO
54
11k
jQuery: Nuts, Bolts and Bling
dougneiner
63
7.8k
Measuring & Analyzing Core Web Vitals
bluesmoon
7
500
Scaling GitHub
holman
459
140k
ReactJS: Keep Simple. Everything can be a component!
pedronauck
667
120k
Java REST API Framework Comparison - PWX 2021
mraible
31
8.7k
Practical Orchestrator
shlominoach
188
11k
StorybookのUI Testing Handbookを読んだ
zakiyama
30
5.9k
Music & Morning Musume
bryan
46
6.6k
How to Ace a Technical Interview
jacobian
277
23k
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