Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Sign up for free
Menu
Search
Features
All features
Private URLs
Password Protection
Custom URLS
Scheduled publishing
Remove Branding
Restrict embedding
Deck Collections
Notes
Features
All features
Private URLs
Password Protection
Custom URLS
Scheduled publishing
Remove Branding
Restrict embedding
Deck Collections
Notes
Explore
Featured decks
Featured speakers
Programming
Technology
Storyboards
Explore
Featured decks
Featured speakers
Programming
Technology
Storyboards
Pricing
Search
Sign in
Sign up for free
テキストマイニングによるプロ野球選手の分析 / Baseball Play Study 2...
Search
Sponsored
·
Ship Features Fearlessly
Turn features on and off without deploys. Used by thousands of Ruby developers.
→
7pairs
March 22, 2016
Programming
170
0
Share
Embed
Copy iframe code
Copy JS code
Copy link
Start on current slide
テキストマイニングによるプロ野球選手の分析 / Baseball Play Study 2016 Spring
7pairs
March 22, 2016
More Decks by 7pairs
See All by 7pairs
Pythonによる契約プログラミング入門 / PyCon JP 2025
7pairs
7
4.9k
Privacy Sandbox on Android / DroidKaigi 2024
7pairs
1
1.2k
テキストマイニングによるプロ野球の順位予想 / Baseball Play Study 2020 Winter
7pairs
0
590
2020年の振り返りとBaseball Play Studyの振り返り / Jisyupy 29
7pairs
0
410
Because Python is there. / Jisyupy 27
7pairs
0
550
野球好きのための快適なプレゼンテーション環境の構築 / Baseball Play Study 2019 Winter
7pairs
0
1.1k
ちゃんと実装してちゃんとテストしよう / PyCon mini Hiroshima 2019
7pairs
2
1.1k
Pie Meets Py / PyCon JP 2019
7pairs
3
6k
テキストマイニングによる新外国人選手の分析 / Baseball Play Study 2019 Spring
7pairs
0
3.1k
Other Decks in Programming
See All in Programming
React Native에 현대적인 빌드 도구 더하기: Rollipop 구현기
leegeunhyeok
0
150
當我們開始不讀 Code - AI Agent 時代,Code Review 與 Clean Code 還剩下什麼?
jame2408
1
320
TanStack Vue Query と Pinia Colada から学ぶ非同期状態の型設計
aoshi
0
310
オーケストレーション記述言語 Katari
yukikurage
0
200
Agentic Software Factoryに、すごく賢いIF文を。 / super smart IF statement into the Agentic Software Factory.
rkaga
8
2.4k
sbt 2.0: takeoff
eed3si9n
0
170
Modernizing iOS Apps
seyfoyun
0
120
学びを記事・スライド・Xへ高速展開する― AI-assisted Learning Loopで回すコンテンツ生成術
ochtum
0
150
Domain-Driven Transformation
hschwentner
2
2.3k
Jetpack Compose Mechanisms
skydoves
3
870
dotNET_vulnclicker_intro.pdf
deka_morita
0
150
JIS keyboard support in Omarchy
lef237
0
160
Featured
See All Featured
The untapped power of vector embeddings
frankvandijk
2
2k
SEOcharity - Dark patterns in SEO and UX: How to avoid them and build a more ethical web
sarafernandez
0
310
Six Lessons from altMBA
skipperchong
29
4.5k
Navigating Algorithm Shifts & AI Overviews - #SMXNext
aleyda
1
1.7k
Performance Is Good for Brains [We Love Speed 2024]
tammyeverts
12
1.9k
Distributed Sagas: A Protocol for Coordinating Microservices
caitiem20
333
23k
GitHub's CSS Performance
jonrohan
1033
470k
Chasing Engaging Ingredients in Design
codingconduct
0
370
Code Reviewing Like a Champion
maltzj
529
40k
Thoughts on Productivity
jonyablonski
76
5.4k
Leo the Paperboy
mayatellez
10
2.4k
The #1 spot is gone: here's how to win anyway
tamaranovitovic
4
1.2k
Transcript
ςΩετϚΠχϯάʹΑΔ ϓϩٿબखͷੳ ୩ ५ 2016-03-22 BPStudy#103
ͨΓোΓͷͳ͍ࣗݾհ • ୩ ५ʢͤ ͡ΎΜʣ • Twitterɿ@7pairs • GitHubɿhttps://github.com/7pairs •
גࣜձࣾΞΠϞόΠϧॴଐ • WebΤϯδχΞ݉AndroidΤϯδχΞ • C#ɺJavaScriptɺJavaɺC++…ͳͲ
ͨΓোΓͷ͋Δࣗݾհ • ͖ͳνʔϜ ࡛ۄϥΠΦϯζ • ͖ͳબख ઙଜӫేɺ • ͖ͳνϟϯεςʔϚ νϟϯς4
• ͖ͳϊʔώοτϊʔϥϯະ 20055݄13 vs.ಡചδϟΠΞϯπઓ • ͖ͳΞχϝίϥϘσʔ Β͖ˑͨ͢σʔ • ͖ͳԶୡ খࣉྗ • ͖ͳବ֎ਓ ϚΠΫɾύάϦΞϧʔϩɺΞʔΩʔɾγΞϯϑϩοί
͓ئ͍ ۀͰ͜ͷΑ͏ͳςΩτʔͳੳΛ͍ͯ͠ΔΘ͚Ͱ͋ Γ·ͤΜͷͰɺࠓճͷൃද͋͘·Ͱωλͱָ͓ͯ͠͠ Έ͍ͩ͘͞ɻ
εϙʔπࢴͷهࣄΛੳͯ͠Έͨ
ੳͷత • εϙʔπࢴͷهࣄΛੳ͢Δ͜ͱͰɺબखͷಛ ΛͱΒ͑Δ͜ͱ͕Ͱ͖ͳ͍͔ • ͨͱ֤͑νʔϜͷେ๒Ͱ͋ΕɺʮϗʔϜϥϯΛଧͬ ͨʯͱ͍͏༰ͷهࣄ͕ଟ͘ͳΓɺ͋ΔఔࣅͨΑ ͏ͳΛࣔ͢ͷͰͳ͍͔ • ରʹɺຯͳબखهࣄʹͳΓͮΒ͘ɺͪ͜Β
ΓԿΒ͔ͷ͕ग़ͯ͘ΔͷͰͳ͍͔
ੳରͷσʔλ • εϙʔπࢴͷαΠτͰެ։͞Ε͍ͯΔʢ͍ͨʣ2015ͷهࣄ • ެڞੑͷߴ͍ɺશࠃࢴࡿԼͷεϙʔπࢴͷΈΛରͱ͢Δ • ץεϙʔπ • εϙʔπχοϙϯ •
εϙʔπใ • αϯέΠεϙʔπ • Wayback MachineGoogleʹΩϟογϡ͞Ε͍ͯΔɺαΠτͷ τοϓϖʔδ͔ΒͷϦϯΫઌΛऔಘ • ظؒதͷͯ͢ͷهࣄΛऔಘͰ͖͍ͯͳ͍ʢࠓޙͷ՝ᶃʣ
બख໊ͷ໊دͤ • هࣄʹΑͬͯɺϑϧωʔϜͰ͋ͬͨΓබࣈ͚ͩͰ͋ͬͨΓͱදه͕ ·ͪ·ͪ • ͨͱ͑ʮઙଜӫేʯͱʮઙଜʯΛʮ̡ઙଜʯͱ͍͏୯ޠʹ໊د ͤ͢Δ • ʮதଜ߶ʯΛʮ̡தଜʯʹدͤΔ͜ͱͰ͖Δ͕ɺʮதଜʯ ̡ͳͷ͔̝ͳͷ͔ɺͨ·ͨͦΕҎ֎ͷνʔϜͳͷ͔ɺ୯७ʹ
அ͢Δ͜ͱͰ͖ͳ͍ • લޙ3୯ޠҎʹνʔϜ໊͕͋ΕɺػցతʹͦͷνʔϜʹྨ • ͦΕҎ֎ͷέʔεख࡞ۀͰྨʢࠓޙͷ՝ᶄʣ
ੳͯ͠Έͨ • ໊دͤͨ͠هࣄΛMeCabͰ͔ͪॻ͖͢Δ • ࣙॻmecab-ipadic-NEologd + Wikipediaͷݟग़͠ ޠ + ͯͳΩʔϫʔυ
• Word2VecͰ୯ޠΛϕΫτϧԽͯ͠…… • ྨࣅͷߴ͍୯ޠΛநग़ͯ͠ΈΔ • ࣍ݩݮͯ͠2࣍ݩʹϓϩοτͯ͠ΈΔ • Ϋϥελʔੳͯ͠ΈΔ
ੳͯ͠Έͨ݁Ռ͆͆͆͆͆ ͥΜͥΜବͰͨ͠……
ઓ൜ • ಉ͡νʔϜͷબखͷྨࣅ͕ߴ͘ͳΓ͗͢Δ • Word2Vecʮಉ͡จ຺ͰΘΕΔ୯ޠͰ͋Εಉ͡ ҙຯͰ͋Δʯͱղऍ͢Δ • هࣄͰνʔϜ໊ͱબख໊͕ซه͞ΕΔ͜ͱ͕ଟ͍ • ೦͕ͩવ
• ొϙδγϣϯʹ͍ͭͯಉ༷ͷ͕͋Δ
վળҊ • Word2Vec୯ޠͷҙຯߏΛϕΫτϧԽ͢Δ • ୯ޠಉ࢜ͷ͠ࢉɺҾ͖ࢉ͕Մೳ • King - Man +
Woman → Queen ͳͲ • ڧ͍ӨڹΛ༩͍͑ͯΔ୯ޠͷϕΫτϧΛҾ͍͔ͯΒੳ ͢ΕɺΑΓ७ਮͳબखͷใΛѻ͑ΔͷͰ……ʁ
͏Ұੳͯ͠Έͨ • ໊دͤͨ͠બख͔ΒॴଐνʔϜɺొϙδγϣϯΛҾ ͍ͨϕΫτϧΛٻΊΔ • ̡ઙଜ - ࡛ۄϥΠΦϯζ - ख
• νʔϜ໊ͷ໊د͕ͤඞཁʹͳΔʢࠓޙͷ՝ᶅʣ • ্هͷϕΫτϧΛ࣍ݩݮ͠ɺ2࣍ݩʹϓϩοτ͢Δ • 2015ύɾϦʔάͷنఆଧ੮౸ୡऀ30໊Λରͱ͢Δ • ࡞ۀྔతʹ͜Ε͕ݶքͰͨ͠……
2015ύɾϦʔάنఆଧ੮౸ୡऀ
2015ύɾϦʔάنఆଧ੮౸ୡऀ γʔζϯ௨ͯ͠टҐଧऀΛ ૪ͬͨळࢁͱ༄ా
2015ύɾϦʔάنఆଧ੮౸ୡऀ ຊྥଧԦɺϓϨϛΞͷ൪Λ ૪ͬͨதଜͱதా
2015ύɾϦʔάنఆଧ੮౸ୡऀ େࡕۅӂ͕Өڹ͍ͯ͠Δ Մೳੑʜʜ
2015ύɾϦʔάنఆଧ੮౸ୡऀ ଧܸΑΓकඋͰߩݙͨ͠ هࣄ͕ଟ͍͔Βʁ
·ͱΊ
·ͱΊ • બखͷͷยྡྷ͘Β͍ݟ͑ͨ • ੳରͷจষΛ૿͢ඞཁ͕͋Δ • ੳ࣌ͷύϥϝʔλνϡʔχϯάࣄલॲཧΛͬͱ ؤுͬͯΈΔ • ࣈʹ݁ͼ͚ͭΔͷͦ͠͏
• ͕ࣅ͍ͯΔͱ͍͏͜ͱݴ͑ͯɺͲͷ͘Β͍ͷ ͔Λࣔ͢͜ͱ͕Ͱ͖ͳ͍
͓·͚ɿࣗͷϒϩάͷهࣄΛੳͯ͠Έͨ
RelieverNotFoundException • URLɿhttp://lions.blue/ • ҠసΛ܁Γฦ͠ͳ͕Β11ଓ͍͍ͯΔͷͰɺੳରͷهࣄἧ͍ͬͯΔ • 2004ޙઓҎ߱ͷʢ࡛ۄʣϥΠΦϯζͷެࣜઓશࢼ߹ • 2004Ҏ߱ͷύɾϦʔάΫϥΠϚοΫεγϦʔζʢϓϨʔΦϑʣશࢼ߹ •
2004Ҏ߱ͷຊγϦʔζશࢼ߹ • ΞςωɺژΦϦϯϐοΫͷຊઓશࢼ߹ • ୈ1ճʙୈ3ճϫʔϧυϕʔεϘʔϧΫϥγοΫͷຊઓશࢼ߹ • ୈ1ճϓϨϛΞ12ͷຊઓશࢼ߹ • બख໊ΛείΞϘʔυͷදهͰ౷Ұ͍ͯ͠ΔͷͰ໊دͤͷඞཁ͕ͳ͍ • ͪͳೣͷϒϩάͳͷͰެฏੑօແ • ͨ·ʹݱ࣮ಀආ͍ͯ͠Δهࣄ͕͋Δ
ʮதଜʯͱͷྨࣅ͕ߴ͍୯ޠ ͦ͏ͦ͏ͨΔڧଧऀͷإͿΕ ୯ޠ ྨࣅ ΧϒϨϥ ϝώΞ
ϑΣϧφϯσε ϒϥθϧ தౡ ((ࠤ౻ ઙଜ ా খּݪ Ҵ༿
ʮେপʯͱͷྨࣅ͕ߴ͍୯ޠ ܴʂ ୯ޠ ྨࣅ খࣉ ా
େੴ Ԭຊಞ ౻ా ΰϯβϨε ڐ Տݪ ࡾҪ
͝ਗ਼ௌ͋Γ͕ͱ͏͍͟͝·ͨ͠ ࠓγʔζϯΑΖ͓͘͠ئ͍͍ͨ͠·͢