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
BtoBプロダクト改善のためのデータドリブン活動と組織の概要/b2b_data_driven_team
Search
Taro Masuda
April 25, 2023
Technology
0
710
BtoBプロダクト改善のためのデータドリブン活動と組織の概要/b2b_data_driven_team
NIKKEI Tech Talk #6
https://nikkei.connpass.com/event/278034/
登壇資料
Taro Masuda
April 25, 2023
Tweet
Share
More Decks by Taro Masuda
See All by Taro Masuda
NLP2024 参加報告LT ~RAGの生成評価と懇親戦略~ / nlp2024_attendee_presentation_LT_masuda
taro_masuda
1
240
企業の業界分類予測における共変量シフト問題の抑制
taro_masuda
3
1.2k
ディジタル信号処理の入り口に立つ
taro_masuda
3
300
歌声の特徴に基づいて曲を探そう!
taro_masuda
1
1.4k
NGBoost論文読んでみた
taro_masuda
2
3.7k
Other Decks in Technology
See All in Technology
#phpconkagawa レガシーコードにもオブザーバビリティを 〜少しずつ始めるサービス監視〜
yamato_sorariku
0
570
[PyconUS 2024] Having fun with Pydantic and pattern matching
enforcerpl
0
200
汎用ポリシー言語Rego + OPAと認可・検証事例の紹介 / Introduction Rego & OPA for authorization and validation
mizutani
1
200
Security Hubのセキュリティスコアはどうやって計算されるか
toru_kubota
0
110
Trade-offs all the way down
_aitor
1
120
知識と実践を紡ぐGenAI / Connecting Knowledge and experience with GenAI
aki_moon
2
190
TiDBにおけるテーブル設計と最適化の事例
cygames
0
820
OPENLOGI Company Profile for engineer
hr01
1
2.2k
.NET GraphQL Client のリアル
sansantech
PRO
1
530
SWC Transformerから見るTypeScript関数記述ベストプラクティス
fujiyamaorange
1
190
Google Cloud Next '24 Recap in ZOZO AIにより変わる開発 運用/Development and operation changed by AI
gachimuchiengineer
0
220
Autonomous Database Cloud 技術詳細 / adb-s_technical_detail_jp
oracle4engineer
PRO
15
36k
Featured
See All Featured
The Success of Rails: Ensuring Growth for the Next 100 Years
eileencodes
34
6.1k
It's Worth the Effort
3n
180
27k
Pencils Down: Stop Designing & Start Developing
hursman
117
11k
Fight the Zombie Pattern Library - RWD Summit 2016
marcelosomers
228
16k
What's new in Ruby 2.0
geeforr
338
31k
Java REST API Framework Comparison - PWX 2021
mraible
PRO
18
7k
CSS Pre-Processors: Stylus, Less & Sass
bermonpainter
352
28k
Designing on Purpose - Digital PM Summit 2013
jponch
111
6.5k
The World Runs on Bad Software
bkeepers
PRO
61
6.8k
JavaScript: Past, Present, and Future - NDC Porto 2020
reverentgeek
41
4.5k
The MySQL Ecosystem @ GitHub 2015
samlambert
244
12k
Raft: Consensus for Rubyists
vanstee
133
6.3k
Transcript
BtoBϓϩμΫτվળͷͨΊͷ σʔλυϦϒϯ׆ಈͱ৫ͷ֓ཁ 2023/4/20 ຊܦࡁ৽ฉࣾ ૿ా ଠ 1
ࣗݾհɿ૿ా ଠʢ·ͩ͢ ͨΖ͏ʣ • BtoBࣄۀྖҬͷσʔλαΠΤϯςΟετ • 20217݄ೖࣾ • ࢪࡦͷޮՌΛԽ͢Δ͜ͱʹڵຯ ◦
A/BςετϕΠζ౷ܭϞσϦϯά • Kaggle Masterɼ౷ܭݕఆ1ڃʢ౷ܭཧʣɼ Google Cloud Professional Data Engineer • νʔϜͰੳ࣮ऀͷϦʔμʔͱͯ͠ ϝϯόʔͷϝϯλʔɾڭҭɼ ଞ෦ॺͱͷφϨοδγΣΞࣄہͳͲ୲ 2
σʔλυϦϒϯνʔϜͷϛογϣϯ • BtoBʢ๏ਓ͚ʣϓϩμΫτΛσʔλͷྗͰྑ͍ͯ͘͜͠͏💪 • 1. ࣾͰ๊͑ΔձࣾใهࣄͳͲͷ๛ͳσʔλΛ׆༻͠ɼ ΑΓ͑ΔใͷՃɾ৽ػೳͷఏڙΛߦ͏ ◦ ػցֶशʢਂֶशʣɼࣗવݴޠॲཧ etc.
• 2. ϢʔβʔϩάͳͲͷੳΛ௨ͯ͡ɼ αʔϏεվળͷͨΊͷҙࢥܾఆΛࢧԉ͢Δ ◦ σʔλΞφϦςΟΫε ◦ A/BςετɼϕΠζ౷ܭϞσϦϯά etc. • ˞ࠓٕज़ͷษڧձͳͷͰ۷ΓԼ͛ͳ͍͕ɼ ӦۀɾاըͳͲଞνʔϜͱͷ໖ີͳҙࢥૄ௨͕ඇৗʹେ 3
σʔλར׆༻՝Λ๊͑ΔBtoBϓϩμΫτଟذʹΘͨΔ RC VS NIKKEI COMPASS ܦ εϚʔτ ΫϦοϓ KM ܦ
ςϨίϯ ࣍ظ FQ σʔλυϦϒϯνʔϜ σʔλج൫ͷ࿈ܞ ֤छμογϡϘʔυ࡞ʢࣄۀͷݟ͑ΔԽʣ σʔλʹج֤࣮ͮ͘ߦࢪࡦͷධՁ ϚʔέࢪࡦΧελϚʔαΫηε(CS)ͷσʔλ׆༻ ػցֶशΛ׆༻ͨ͠ػೳ࣮ etc. ܦϦε Ϋ&ίϯ ϓϥΠΞ ϯε ܦόϦϡ ʔαʔν ܦβɾ φϨοδ ࣍ظ Financial QUEST BtoB৽αʔϏε 4
νʔϜϝϯόʔͷհ • ϝϯόʔߏ ◦ ԬʢϚωʔδϟʔʣɼ૿ాʢϦʔμʔʣɼᓎҪɼ • ٕज़ελοΫ ◦ ػցֶशɿsklearn, PyTorch,
transformers, LightGBM etc. ◦ ूܭɾ౷ܭϞσϦϯάɿSQL(BQ), R(tidyverse, Stan), PyMC, etc. • ֫ಘࢿ֨ɾশ߸ ◦ Kaggle Master º2ਓɼ౷ܭݕఆ1ڃʢ౷ܭཧʣº2ਓɼ AtCoderਫ৭ º1ਓɼ Google Cloud Professional Data Engineer º2ਓ, etc. ◦ ※ձࣾଆ͔ΒεΩϧࢿ֨ͷऔಘʹରͯ͠લ͖ͳࢧԉ͋Γ 5
࠷ۙͷऔΓΈᶃɿϕΠδΞϯA/Bςετ • ڵຯͷ͋Δύϥϝλʹؔ͢ΔࣄޙΛ ࢉग़͢Δ͜ͱʹΑΓɼසओٛʢNHSTʣ ΑΓॊೈͰใ๛ͳҙࢥܾఆΛ࣮ݱ ◦ º༗ҙਫ४ΑΓ্͔Լ͔ʁ ◦ ˕Կˋͷ֬ͰAͱBʹ͕ࠩ͋Δ͔ʁ •
ͷෆ࣮֬ੑ͕ߴ͚Ε αϯϓϧαΠζΛ૿͢Γ͠༰қ • ྫɿը໘ཁૉจݴΛมߋͨ࣌͠ͷ ֤܈ͷΫϦοΫͷมԽ • ࢀߟɿϕΠδΞϯA/Bςετͷརͱ࣮ݧܭըࡦఆʹؔ͢ΔҰݕ౼ — HACK The Nikkei ΫϦοΫ 6
࠷ۙͷऔΓΈᶄɿهࣄதͷاۀ׆ಈใΛநग़ • ۀքɾاۀใΛऩू͠ௐࠪੳʹ׆༻͢ΔπʔϧʮܦόϦϡʔαʔνʯ ʮNIKKEI COMPASSʯͷίϯςϯπฤूऀ͚ʹࣾΞϓϦΛ։ൃ • େͳهࣄσʔλͷจষத͔Βʮࣄۀͷ֓ཁʯʮऔΓΈͷૂ͍ʯͱ͍ͬͨ اۀ׆ಈͷใΛྨͯ͠ྻڍͰ͖Δ • SlackϫʔΫϑϩʔͰϦΫΤετΛ͛ɼLabel
StudioͰදࣔɾमਖ਼Մ ˠ 7
͓ΘΓʹ • BtoBϓϩμΫτվળͷͨΊͷσʔλυϦϒϯ׆ಈͱ৫Λհͨ͠ • νʔϜͷϛογϣϯΛ͓͞Β͍ ◦ BtoBʢ๏ਓ͚ʣϓϩμΫτΛσʔλͷྗͰྑ͍ͯ͘͜͠͏💪 ◦ 1. ࣾͰ๊͑ΔձࣾใهࣄͳͲͷ๛ͳσʔλΛ׆༻͠ɼ
ΑΓ͑ΔใͷՃɾ৽ػೳͷఏڙΛߦ͏ ◦ 2. ϢʔβʔϩάͳͲͷੳΛ௨ͯ͡ɼ αʔϏεվળͷͨΊͷҙࢥܾఆΛࢧԉ͢Δ • Upcoming Next… ຊ2. ͷϕΠζ౷ܭϞσϦϯάͷࣄྫΛਂງ ◦ ౷ܭϞσϧͰαϙʔτ͢ΔɺA/BςετͱӦۀ׆ಈ by ͞Μ ◦ ϢʔβʔମݧͱऩӹੑΛߟྀͨ͠ഔମՁਪఆ by ᓎҪ͞Μ 8