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
OSC 京都 発表資料
Search
AKAI Tadaaki
August 03, 2019
Technology
0
52
OSC 京都 発表資料
OSC京都で発表した資料です。
AKAI Tadaaki
August 03, 2019
Tweet
Share
More Decks by AKAI Tadaaki
See All by AKAI Tadaaki
MobileActOsaka_250704.pdf
akaitadaaki
0
190
MobileActOsaka_250218.pdf
akaitadaaki
0
55
関モバ_250128.pdf
akaitadaaki
0
100
MobileActOsaka_241018.pdf
akaitadaaki
0
300
FlutterKaigi_mini_20240607.pdf
akaitadaaki
1
470
MobileActOsaka_240531.pdf
akaitadaaki
0
290
(今更ながら)ViewModel+DataBinding が便利だった
akaitadaaki
1
240
Other Decks in Technology
See All in Technology
P2P ではじめる WebRTC のつまづきどころ
tnoho
1
270
帳票構造化タスクにおけるLLMファインチューニングの性能評価
yosukeyoshida
1
120
AI によるドキュメント処理を加速するためのOCR 結果の永続化と再利用戦略
tomoaki25
0
140
LLMでAI-OCR、実際どうなの? / llm_ai_ocr_layerx_bet_ai_day_lt
sbrf248
0
250
AI工学特論: MLOps・継続的評価
asei
10
2k
スプリントレビューを効果的にするために
miholovesq
9
1.7k
隙間時間で爆速開発! Claude Code × Vibe Coding で作るマニュアル自動生成サービス
akitomonam
2
210
東京海上日動におけるセキュアな開発プロセスの取り組み
miyabit
0
200
人と生成AIの協調意思決定/Co‑decision making by people and generative AI
moriyuya
0
190
Vision Language Modelと自動運転AIの最前線_20250730
yuyamaguchi
2
760
[MIRU2025]Preference Optimization for Multimodal Large Language Models for Image Captioning Tasks
keio_smilab
PRO
0
120
[TechNight #91] Oracle Database 最新パフォーマンス分析手法
oracle4engineer
PRO
3
180
Featured
See All Featured
Designing for Performance
lara
610
69k
Building Better People: How to give real-time feedback that sticks.
wjessup
367
19k
Build The Right Thing And Hit Your Dates
maggiecrowley
37
2.8k
The Straight Up "How To Draw Better" Workshop
denniskardys
235
140k
YesSQL, Process and Tooling at Scale
rocio
173
14k
Building a Modern Day E-commerce SEO Strategy
aleyda
42
7.4k
Being A Developer After 40
akosma
90
590k
Build your cross-platform service in a week with App Engine
jlugia
231
18k
Balancing Empowerment & Direction
lara
1
510
Practical Tips for Bootstrapping Information Extraction Pipelines
honnibal
PRO
21
1.4k
Facilitating Awesome Meetings
lara
54
6.5k
Become a Pro
speakerdeck
PRO
29
5.4k
Transcript
"OESPJE*P5ɺ (PPHMF$MPVEͷ (%(ژ Ҫতɾٱอా
GDGژͱʁ •ੈքதʹ1000ϲॴ΄Ͳ͋ΔGoogle ٕज़ͷ͖ͳਓୡͷίϛϡχςΟ •2009ʹژGTUGͱͯ͠ൃ͠ɺࠓͰ10पʂ •ษڧձɺAndroidɺGoogleΞγελϯτɺCouldɺMachine Learning, IoT •2ʙ3ϲ݄ʹ1ճ͘Β͍ͷׂ߹ͰษڧձΛ։࠵ •ελοϑͷ͕ঁੑ
"OESPJE"SDIJUFDUVSF $PNQPOFOUTʹ͍ͭͯ Ҫɹত !BLBJ@U ΦʔϓϯιʔεΧϯϑΝϨϯε,:050ɹ
ࣗݾհ w Ҫɹতʢ!BLBJ@Uʣ w "OESPJEΛϝΠϯͱ͢ΔϑϦʔϥϯεΤϯδχΞ w "OESPJEʹࠒʹग़ձ͍ษڧ͠͡ΊΔ w (%(ژͷษڧձͰԿճ͔ొஃ͍͍ͤͯͨͩͯ͞·͢ w
"OESPJE͕ϝΠϯ͕ͩɺݩʑ8FCܥͷόοΫΤϯυ ΤϯδχΞͳͷͰͦͪΒͷࣝ͋Γ
"OESPJEΞϓϦ։ൃͷ ໘ͳͱ͜Ζ
w ϥΠϑαΠΫϧͷ֓೦Λߟ͑ͳ͍ͱ͍͚ͳ͍ w "DUJWJUZ'SBHNFOU͕ඇ׆ੑʹͳͬͨ࣌ʹΛ ߋ৽͍͚ͯ͠ͳ͍ w σʔλϕʔεૢ࡞͕໘ w "DUJWJUZ'SBHNFOUʹఆٛ͢Δ͜ͱ͕ଟ͘Ϋϥ ε͕େ͖͘ͳΓಡΈʹ͍͘
ͦΕΒͷղܾͱͯ͠ "OESPJE"SDIJUFDUVSF $PNQPOFOUT
"OESPJE"SDIJUFDUVSF $PNQPOFOUTͱ w (PPHMF*0Ͱൃද w ݎ࿚ͰςετՄೳɺͦͯ͠อकՄೳͳΞϓϦ έʔγϣϯΛઃܭ͢ΔͷʹཱͭϥΠϒϥϦͷ ίϨΫγϣϯ w ൃද࣌%BUB#JOEJOHɺ-JGFDZDMFTɺ
-JWF%BUBɺ3PPNɺ7JFX.PEFMͳͲ͕͋Δ
ݱࡏ "OESPJE+FUQBDLͷҰ෦
"OESPJE+FUQBDLͱʁ
w (PPHMF*0Ͱൃද w +FUQBDLɺߴ࣭ͷ"OESPJEΞϓϦΛσϕϩούʔ͕؆୯ʹ࡞ ͢ΔͨΊͷҰ࿈ͷϥΠϒϥϦɺπʔϧɺ͓ΑͼΨΠμϯε w "OESPJE"SDIJUFDUVSF$PNQPOFOUT+FUQBDLͷҰ෦ͱͳͬͨ w +FUQBDLBOESPJEY ύοέʔδϥΠϒϥϦͰߏ͞Ε͓ͯ
ΓɺϓϥοτϑΥʔϜ"1*͔Βಠཱ͍ͯ͠Δ w +FUQBDLͰ/BWJHBUJPOɺ1BHJOHɺ8PSL.BOBHFS͕ίϯϙʔωϯ τʹՃ͞Εͨ
None
ࠓճ(PPHMF*0ʹൃද͞Εͨ "OESPJE"SDIJUFDUVSF$PNQPOFOUT ͚ͩʹ
֤ίϯϙʔωϯτͷ֓ཁ
%BUB#JOEJOHͱ w 9.-ͳͲͷσʔλιʔεͱΞϓϦέʔγϣϯΣϒ ϖʔδʢΣϒΞϓϦέʔγϣϯʣͷϢʔβΠϯλ ϑΣʔεΛ੩త·ͨಈతʹ݁߹͢Δٕज़ 8JLJ1FEJBΑΓ w %BUB#JOEJOHΛར༻͢Δͱ"DUJWJUZ'SBHNFOUͰ7JFX Λࢦఆͯ͠Ληοτ͢Δͱ͍͏͜ͱΛ͢Δඞཁ͕ͳ͘
ͳΔ w ·ͨɺࢦఆͨ͠7JFXͷࣗಈͰऔಘͰ͖Δ
-JGFDZDMFTͱ w -JGFDZDMFBXBSF$PNQPOFOUT w ϥΠϑαΠΫϧͷঢ়ଶΛײ͢ΔͨΊͷίϯϙʔωϯτ w "OESPJE'SBNFXPSLʹ"DUJWJUZɺ'SBHNFOUͳͲʹ ϥΠϑαΠΫϧ͕ଘࡏ͢Δ͕ͦΕΒͷϥΠϑαΠΫϧͷ ঢ়ଶ͕มΘͬͨͱ͖ʹΞΫγϣϯΛى͜͢͜ͱ͕Ͱ͖Δ w
·ͨݱࡏͷϥΠϑαΠΫϧͷঢ়ଶͰ࣮ߦ༰Λมߋ͢Δ ͱ͍͏͜ͱͰ͖Δ
-JWF%BUBͱ w ϥΠϑαΠΫϧΛҙࣝͨ͠ࢹՄೳͳσʔλϗϧμʔΫϥε w 0CTFSWFS͕-JGFDZDMFʹඥͮ͘͜ͱʹΑͬͯ-JGFDZDMF͕ഁغ ͞ΕΔ࣌ʹ0CTFSWFSղআ͞ΕΔͷͰϝϞϦϦʔΫ͠ͳ͍ w "DJUJWJUZ͕όοΫελοΫʹ͍ΔͳͲͰඇ׆ੑʹͳͬͨ࣌ʹ มߋΠϕϯτΛड͚͚ͳ͍ͷͰΫϥογϡ͠ͳ͘ͳΔ w
"DJUJWJUZ͕όοΫελοΫ͔Β෮ؼͨ࣌͠ͳͲɺϥΠϑαΠ Ϋϧ͕࠶ͼ։࢝͞Εͨ߹ը໘ճసͳͲͰߏ͕มߋ͞Ε ͨ߹Ͱৗʹ࠷৽ͷσʔλ͕อ࣋͞Ε͍ͯΔ
3PPNͱ w 42-JUFΛ͍͘͢͢ΔͨΊͷϥΠϒϥϦ w σʔλϕʔεͱ&OUJUZͱ%BUB"DDFTT0CKFDU %"0 ͷͭͷ ओཁͳίϯϙʔωϯτ͕͋Δ w σʔλϕʔε3PPN%BUBCBTFΛ֦ு͢ΔநΫϥεͰσʔ
λϕʔεʹؔ࿈͚ΒΕͨΤϯςΟςΟͷϦετؚ͕·ΕΔ w &OUJUZσʔλϕʔεͷςʔϒϧΛද͢ w %"0σʔλϕʔεͷΞΫηεʹ༻͢Δ
7JFX.PEFMͱ w ιϑτΣΞΞʔΩςΫνϟύλʔϯͷҰͭ w .7$ͷੜύλʔϯ w 7JFXͱ.PEFMͷؒͷୡͱ7JFXͷͨΊͷঢ়ଶอ ࣋ͷΈΛׂͱ͢Δ w %BUB#JOEJOHΛར༻͢Δ͜ͱͰ7JFX.PEFMͷม
ߋ։ൃऀ͔Βݟͯࣗಈతʹ7JFXʹө͞ΕΔ 8JLJ1FEJBΑΓ
"OESPJEʹ͓͚Δ7JFX.PEFM w ը໘ճసͳͲͰ"DUJWJUZ'SBHNFOUͰը໘͕࠶ ੜ͞Εͯഁغ͞Εͳ͍ w Ϧιʔεͷ։์Λߦ͏ඞཁ͕ݮΔ w 'SBHNFOUؒͰσʔλͷڞ༗͕؆୯Ͱ͖Δ w ࠓ·Ͱ"DUJWJUZ'SBHNFOUʹॻ͍͍ͯͨػೳΛ
Ͱ͖Δ
αϯϓϧΛ ࡞ͯ͠Έ·ͨ͠
αϯϓϧͷ֓ཁ w ༣ศ൪߸͔ΒॅॴΛݕࡧ͢Δ w Ұݕࡧͨ͠ॅॴσʔλϕʔεʹอଘ w σʔλϕʔεʹ༣ศ൪߸͕ͳ͍߹ ωοτϫʔΫܦ༝ͰॅॴΛऔಘ w ༣ศ൪߸ͷऔಘॅॴͷදࣔ
%BUB#JOEJOHͰߦ͏
"1*ͷ༷ʹ͍ͭͯ w *8130+&$5Ͱެ։͞Ε͍ͯΔ"1*Λར༻͍͖ͤͯͨͩ͞·ͨ͠ɻ IUUQQSPKFDUJXPSH[JQ@TFBSDI@YJOEFYIUN IUUQBQJUIOJOFUK[JQ9+40/༣ศ൪߸্ܻͷ༣ศ൪߸ԼܻͷKT w ϦΫΤετͷॻࣜҎԼͷ௨Γ w ΓҎԼͷ௨Γ \TUBUF
TUBUF/BNFւಓ DJUZࡳຈࢢதԝ۠ TUSFFUѴέٰ^
αϯϓϧͷ֓ཁ
#VJMEHSBEMF w %BUB#JOEJOHΛར༻͢ΔͨΊʹBOESPJEҎԼʹՃ w ϓϥάΠϯʹҎԼΛՃ
#VJMEHSBEMF w %FQFOEFODJFTʹҎԼΛՃ
7JFX.PEFMͷఆٛ w .BJO"DUJWJUZ
0CTFSWFSͷఆٛ w .BJO"DUJWJUZ
-JWF%BUB w "EESFTT7JFX.PEFM
-JWF%BUB w "EESFTT3FQPTJUPSZ
%BUB#JOEJOHͷఆٛ w .BJO"DUJWJUZ
w NBJO@BDUJWJUZYNM %BUB#JOEJOHͷఆٛ
%BUB#JOEJOHͷఆٛ w NBJO@BDUJWJUZYNM
%BUB#JOEJOHͷఆٛ w NBJO@BDUJWJUZYNM
%BUB#JOEJOHͷఆٛ w "EESFTT-JTU"EBQUFS
%BUB#JOEJOHͷఆٛ w JUFN@BEESFTTYNM
%BUB#JOEJOHͷఆٛ w JUFN@BEESFTTYNM w TUSJOHTYNM
ํ%BUB#JOEJOHʹ͍ͭͯ w NBJO@BDUJWJUZYNM w JUFN@BEESFTTYNM
3PPNͷఆٛ w "EESFTT3PPN%BUBCBTF
3PPNͷఆٛ w "EESFTT
3PPNͷఆٛ w "QJ"EESFTT
3PPNͷఆٛ w "EESFTT%BP
3PPNͷఆٛ w "EESFTT3FQPTJUPSZ
3PPNͷఆٛ w "EESFTT3FQPTJUPSZ
3PPNͷఆٛ w "EESFTT3FQPTJUPSZ
·ͱΊ w ""$Λར༻͢Δͱίʔυྔ͕গͳ͍ͷͰಡΈ͘͢ͳΔ w 7JFX.PEFM-JWF%BUBΛ͏ͱ-JGFDZDMFΛؾʹ͢Δඞཁ͕ͳ͘ͳΔ w %BUB#JOEJOHΛར༻͢ΔͱΛมߋͨ͜͠ͱΛҙࣝ͢Δඞཁ͕ͳ͍ w ϨΠΞτ9.-Ͱॻ͖ํΛؒҧ͑Δͱൃੜ͢ΔϏϧυΤϥʔ͕Θ͔Γ ʹ͍͘
w 3PPNΛར༻͢Δͱ&OUJUZͰड͚औΕΔͷͰσʔλϕʔεͷ໘ͳͱ͜ Ζ͕ͳ͘ͳΔͷͰָ w %BUBCBTFBDDFTTʹ"TZOD5BTLΛར༻͍ͯ͠Δ͕ɺຊདྷ DPSPVUJOFTΛ͏ͱΘ͔Γ͘͢ͳΔ
ιʔείʔυ w (JU)VCͰެ։͠·ͨ͠ w IUUQTHJUIVCDPNBLBJUBEBBLJ 4BNQMF3PPN