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
5k
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
37k
Other Decks in Science
See All in Science
白金鉱業Meetup Vol.16_【初学者向け発表】 数理最適化のはじめの一歩 〜身近な問題で学ぶ最適化の面白さ〜
brainpadpr
10
1.8k
論文紹介: PEFA: Parameter-Free Adapters for Large-scale Embedding-based Retrieval Models (WSDM 2024)
ynakano
0
200
第61回コンピュータビジョン勉強会「BioCLIP: A Vision Foundation Model for the Tree of Life」
x_ttyszk
1
1.6k
Design of three-dimensional binary manipulators for pick-and-place task avoiding obstacles (IECON2024)
konakalab
0
120
ほたるのひかり/RayTracingCamp10
kugimasa
0
470
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
660
位相的データ解析とその応用例
brainpadpr
1
820
butterfly_effect/butterfly_effect_in-house
florets1
1
130
WCS-LA-2024
lcolladotor
0
160
All-in-One Bioinformatics Platform Realized with Snowflake ~ From In Silico Drug Discovery, Disease Variant Analysis, to Single-Cell RNA-seq
ktatsuya
PRO
0
280
Celebrate UTIG: Staff and Student Awards 2024
utig
0
530
【健康&筋肉と生産性向上の関連性】 【Google Cloudを企業で運用する際の知識】 をお届け
yasumuusan
0
420
Featured
See All Featured
Speed Design
sergeychernyshev
25
740
Let's Do A Bunch of Simple Stuff to Make Websites Faster
chriscoyier
507
140k
Dealing with People You Can't Stand - Big Design 2015
cassininazir
365
25k
Navigating Team Friction
lara
183
15k
XXLCSS - How to scale CSS and keep your sanity
sugarenia
248
1.3M
JavaScript: Past, Present, and Future - NDC Porto 2020
reverentgeek
47
5.1k
Thoughts on Productivity
jonyablonski
68
4.4k
A Philosophy of Restraint
colly
203
16k
Done Done
chrislema
182
16k
Embracing the Ebb and Flow
colly
84
4.5k
[RailsConf 2023] Rails as a piece of cake
palkan
53
5.1k
StorybookのUI Testing Handbookを読んだ
zakiyama
28
5.4k
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!