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
属人化しがちなR&Dをチーム開発するためのJX通信社での工夫
Search
Yongtae723
October 15, 2021
Science
3
5.1k
属人化しがちなR&Dをチーム開発するためのJX通信社での工夫
動画は
https://www.youtube.com/watch?v=dTfJ8xXRRyAからご覧になれます
Yongtae723
October 15, 2021
Tweet
Share
More Decks by Yongtae723
See All by Yongtae723
PyTorch Lightningのススメ
yongtae723
4
38k
Other Decks in Science
See All in Science
02_西村訓弘_プログラムディレクター_人口減少を機にひらく未来社会.pdf
sip3ristex
0
250
メール送信サーバの集約における透過型SMTP プロキシの定量評価 / Quantitative Evaluation of Transparent SMTP Proxy in Email Sending Server Aggregation
linyows
0
780
統計学入門講座 第1回スライド
techmathproject
0
260
Celebrate UTIG: Staff and Student Awards 2024
utig
0
620
[第62回 CV勉強会@関東] Long-CLIP: Unlocking the Long-Text Capability of CLIP / kantoCV 62th ECCV 2024
lychee1223
1
890
インフラだけではない MLOps の話 @事例でわかるMLOps 機械学習の成果をスケールさせる処方箋 発売記念
icoxfog417
PRO
2
750
SciPyDataJapan 2025
schwalbe10
0
150
Tensor Representations in Signal Processing and Machine Learning (Tutorial at APSIPA-ASC 2020)
yokotatsuya
0
160
論文紹介: PEFA: Parameter-Free Adapters for Large-scale Embedding-based Retrieval Models (WSDM 2024)
ynakano
0
230
統計的因果探索: 背景知識とデータにより因果仮説を探索する
sshimizu2006
3
760
05_山中真也_室蘭工業大学大学院工学研究科教授_だてプロの挑戦.pdf
sip3ristex
0
260
06_浅井雄一郎_株式会社浅井農園代表取締役社長_紹介資料.pdf
sip3ristex
0
260
Featured
See All Featured
The Myth of the Modular Monolith - Day 2 Keynote - Rails World 2024
eileencodes
22
2.6k
Practical Orchestrator
shlominoach
187
10k
Evolution of real-time – Irina Nazarova, EuRuKo, 2024
irinanazarova
7
620
The Illustrated Children's Guide to Kubernetes
chrisshort
48
49k
Practical Tips for Bootstrapping Information Extraction Pipelines
honnibal
PRO
17
1.1k
Distributed Sagas: A Protocol for Coordinating Microservices
caitiem20
331
21k
The Straight Up "How To Draw Better" Workshop
denniskardys
232
140k
It's Worth the Effort
3n
184
28k
Learning to Love Humans: Emotional Interface Design
aarron
273
40k
Typedesign – Prime Four
hannesfritz
41
2.6k
Thoughts on Productivity
jonyablonski
69
4.5k
Visualization
eitanlees
146
16k
Transcript
ଐਓԽ͕ͪ͠ͳ3%ΛνʔϜͰ։ൃ͢Δ ͨΊͷ+9Ͱͷ )XBOH:POHUBF +91SFTT$PSQPSBUJPO.BDIJOF-FBSOJOH&OHJOFFS ػցֶशΛʮ͍͍ײ͡ʯʹ͢Δٕज़
2,ݱঢ়ੳͱ Who I am ԫ༐ଠ ϑΝϯϤϯς w ౦ژେֶɹཧֶത࢜ ཧ
w +9௨৴ࣾɹػցֶशΤϯδχΞ !:PPPPOHUBF
Agenda 3%νʔϜͷଐਓԽʹ͍ͭͯ 3%ΛνʔϜͰߦ͏ͨΊͷ+9௨৴ࣾͷ ίʔυͷςϯϓϨʔτԽ 1, 2, 2-1, .-'MPXͱ"QQ&OHJOFΛ༻͍ͨ ࣮ݧͷҰݩཧ
2-2, 4MBDLͰͷֶशঢ়گͷڞ༗ 2-3,
2,ݱঢ়ੳͱ R&DνʔϜͷଐਓԽʹ͍ͭͯ ࣄ݅ੑఆ"* ମݕ"* Ґஔਪఆ"* 3%νʔϜ ΞϓϦ։ൃνʔϜ
2,ݱঢ়ੳͱ R&DνʔϜͷଐਓԽʹ͍ͭͯ ࣄ݅ੑఆ"* ମݕ"* Ґஔਪఆ"* 3%νʔϜ ͳͥʁ ɾઐੑ͕ߴ͍ ɾίʔυͷzॻ͖ํz͕·ͩఆ·ͬͯͳ͍ ɾֶशڥ͕ͨ͘͞Μ͋Δ
2,ݱঢ়ੳͱ R&DνʔϜͷଐਓԽʹ͍ͭͯ ࣄ݅ੑఆ"* ମݕ"* Ґஔਪఆ"* 3%νʔϜ ɾϝϯόʔؒͷڠྗ͕͍͠ ɾਐḿ͕ݸਓͷೳྗʹґଘ͢Δ ɾଐਓԽΛશഉআ͢Ε͍͍ͬͯΘ͚Ͱͳ͍
ɾҰਓͷΞΠσΞ͕େ͖͘ྲྀΕΛม͑Δͱ͖͋Δ
3%ΛνʔϜͰߦ͏ͨΊͷ +9௨৴ࣾͷ 02
ίʔυͷςϯϓϨʔτԽ 02-1
2-1 ίʔυͷςϯϓϨʔτԽ "͞Μͷ࣮ݧͷʓʓ͚ͩม࣮͑ͨݧΛܰ͘ࢼ͍ͨ͠ͳʙ ͚Ͳʓʓ͕Ͳ͜ʹهड़͞Ε͍ͯΔͷ͔ෆ໌ͩ͠ ΔؾʹͳΒͳ͍ #͞Μͷʓʓͬͯํ๏ɺࣗͷͱ͜ΖʹऔΓೖΕ͍ͨΜ͚ͩͲ ʓʓ͕Ͳ͜ʹهड़͞Ε͍ͯΔͷ͔ෆ໌ͩ͠ ໘ͩͳɻɻɻ ίʔυͷzॻ͖ํz͕ఆ·͍ͬͯͳ͍ͱɻɻɻ
2-1 ίʔυͷςϯϓϨʔτԽ ɾίʔυͷॻ͖ํʹదͳڧ੍ ɾֶशڥͷ౷ҰԽ ɾศརͳ5JQTΛ࠷ॳ͔ΒࠐΜͰ͍Δ ֶश༻σϓϩΠ༻ͷίʔυςϯϓϨʔτ
.- fl PX BQQFOHJOFΛ༻ ͍࣮ͨݧͷҰݩཧ 02-2
2-2 ML fl ow + App engineΛ༻͍࣮ͨݧͷҰݩཧ " # ݁ՌͷεΫγϣ
݁ՌͷDTW ֶशͨ͠Ϟσϧ ֶशޙɺΘ͟Θ͟Ξοϓϩʔυ͕ඞཁ ؔऀ͔݁͠Ռ͕ڞ༗͞Εͳ͍ தؒഔମ "͞Μͱ#͞Μͷ࣮ݧڞ༗ $
2-2 ML fl ow + App engineΛ༻͍࣮ͨݧͷҰݩཧ ୭͕ͲͷαʔόʔͰ࣮ݧͯ͠ɺ࣮ݧͷڞ༗Λ ࣗಈͰ Ұݩཧ͍ͨ͠ʂ
+9ͷϝϯόʔͷΈɺߘɾӾཡՄೳ .- fl PXͷಋೖ͚ͩͰMPDBMͰཧ ˠ"QQFOHJOFͰͷӡ༻ ࣮ݧͷϋΠύϥɺ݁ՌɺϞσϧͳͲΛ͏ ·͘ཧ͢ΔͨΊʹ࡞͞Εͨ044 ߦͷίʔυՃͰ࣮ݧཧ͕Մೳ
2-2 App engine + ML fl owΛ༻͍࣮ͨݧͷҰݩཧ ($4ࣗಈΞοϓϩʔυ ࣮ݧঢ়گ
࣮ݧऀ HJUͷDPNNJUͷϋογϡ ֤छύϥϝʔλʔ ࣮ݧ݁Ռ ֤छϝτϦΫε ݁Ռͷਤ ֶशͨ͠Ϟσϧ
4MBDLͰͷֶशঢ়گͷڞ༗ 02-3
2,ݱঢ়ੳͱ 2-3. 4MBDLͰͷֶशঢ়گͷڞ༗ ࠓɺʓʓ͘Μͷ"*ͷֶशঢ়گͬͯͲΜͳײ͡Ͱ͔͢ʁ ࠓͲΕ͘Βֶ͍श͕ਐΜͩͷ͔Θ͔Βͳ͍Ͱ͢ɻɻɻ ֶशঢ়گͷѲҙ֎ͱ໘ɻɻɻ ͋Δ͋Δͷձ ֶशঢ়گΛௐΔͨΊʹʓʓΛ˚˚͍͍ͯ͠Ͱ͔͢ʁ
2,ݱঢ়ੳͱ 2-3. 4MBDLͰͷֶशঢ়گͷڞ༗
2-3. Slackʹֶशঢ়گ͕௨͞ΕΔΑ͏ͳγεςϜ
νʔϜ։ൃͷࣄྫ 03
2 νʔϜ։ൃͷࣄྫ ࣾһ ࢲ ɾΠϯλʔϯੜʹςϯϓϨʔτͷߏΛ ࠷ॳʹ֮͑ͯΒͬͨ ɾΠϯλʔϯੜͷؒͰͷҾ͖ܧ͕͗༰қ ɾ࣮ݧ݁Ռख๏վྑͷʹूதͰ͖Δ Πϯλʔϯ ฏՔಇ
Πϯλʔϯ ि ࣮ݧͷҾ͖ܧ͗ σΟεΧογϣϯ
+9௨৴ࣾɹ࠾༻ɹ 2,ݱঢ়ੳͱ WE ARE HIRING !!! զʑͱͱʹ νϟϨϯδ͍ͨؒ͠Λ ืूதʂ ࣾһΠϯλʔϯ
ืूத ·ͨɺIUUQTKYQSFTTOFUSFDSVJUʹΞΫηεʂ .-νʔϜ ΑΓڧԽ͍͖ͯ͠·͢ʂ
Thank you!