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
33分4秒ではじめるPy “Baseball” Data入門
Search
Shinichi Nakagawa
PRO
February 20, 2017
Programming
2
350
33分4秒ではじめるPy “Baseball” Data入門
#PyNyumon #4 2017/2/20 LT登壇資料
すべてのPython初心者&野球好きに贈る
Shinichi Nakagawa
PRO
February 20, 2017
Tweet
Share
More Decks by Shinichi Nakagawa
See All by Shinichi Nakagawa
生成AIを活用した野球データ分析 - メジャーリーグ編 / Baseball Analytics for Gen AI
shinyorke
PRO
1
680
ゼロから始めるSREの事業貢献 - 生成AI時代のSRE成長戦略と実践 / Starting SRE from Day One
shinyorke
PRO
1
340
AI・LLM事業部のSREとタスクの自動運転
shinyorke
PRO
0
440
実践Dash - 手を抜きながら本気で作るデータApplicationの基本と応用 / Dash for Python and Baseball
shinyorke
PRO
2
3.3k
Terraform, GitHub Actions, Cloud Buildでデータ基盤をProvisioningする / Data Platform provisioning for Google Cloud and Terraform
shinyorke
PRO
2
3.3k
Cloud RunとCloud PubSubでサーバレスなデータ基盤2024 with Terraform / Cloud Run and PubSub with Terraform
shinyorke
PRO
9
4.1k
自らを強いエンジニアにするための3つの習慣 / I need to be myself, I can't be no one else
shinyorke
PRO
85
87k
阪神タイガース優勝のひみつ - Pythonでシュッと調べた件 / SABRmetrics for Python
shinyorke
PRO
1
1.4k
Pythonとクラウドと野球の推し活. / Baseball Data Platform for Python and Google Cloud
shinyorke
PRO
2
3k
Other Decks in Programming
See All in Programming
LLMは麻雀を知らなすぎるから俺が教育してやる
po3rin
3
2.2k
Introduction to Git & GitHub
latte72
0
110
Terraform やるなら公式スタイルガイドを読もう 〜重要項目 10選〜
hiyanger
13
3.1k
Langfuseと歩む生成AI活用推進
licux
3
250
コーディングは技術者(エンジニア)の嗜みでして / Learning the System Development Mindset from Rock Lady
mackey0225
2
520
バイブコーディングの正体——AIエージェントはソフトウェア開発を変えるか?
stakaya
5
970
The state patternの実践 個人開発で培ったpractice集
miyanokomiya
0
130
令和最新版手のひらコンピュータ
koba789
14
7.8k
GitHub Copilotの全体像と活用のヒント AI駆動開発の最初の一歩
74th
8
2.9k
AHC051解法紹介
eijirou
0
600
ゲームの物理
fadis
5
1.2k
【第4回】関東Kaggler会「Kaggleは執筆に役立つ」
mipypf
0
540
Featured
See All Featured
CoffeeScript is Beautiful & I Never Want to Write Plain JavaScript Again
sstephenson
161
15k
Building Better People: How to give real-time feedback that sticks.
wjessup
367
19k
Templates, Plugins, & Blocks: Oh My! Creating the theme that thinks of everything
marktimemedia
31
2.5k
Stop Working from a Prison Cell
hatefulcrawdad
271
21k
Code Review Best Practice
trishagee
69
19k
Principles of Awesome APIs and How to Build Them.
keavy
126
17k
Into the Great Unknown - MozCon
thekraken
40
2k
Designing Dashboards & Data Visualisations in Web Apps
destraynor
231
53k
Typedesign – Prime Four
hannesfritz
42
2.8k
Why You Should Never Use an ORM
jnunemaker
PRO
58
9.5k
The Straight Up "How To Draw Better" Workshop
denniskardys
236
140k
Practical Tips for Bootstrapping Information Extraction Pipelines
honnibal
PRO
23
1.4k
Transcript
334ඵͰ͡ΊΔ Py “Baseball” Dataೖ Shinichi Nakagawa @shinyorke (ٿPythonͷਓ)
Who am I ? • Shinichi Nakagawa(@shinyorke) • Retty. Inc
Engineer/Tech Lead • Python/PyData/Baseball Science/Agile • ٿͷਓʮٿʯʮPythonʯͰݕࡧʂ • Ͳ͜ͷνʔϜͷϑΝϯ͔͍ͯͩ͘͠͞
͜ΕΛॻ͍ͨਓͰ͢(࣮) ॳ৺ऀ͕PythonΛ֮͑ΔҝͷຊͷબͼํΛମܥԽͯ͠Έͨ(2017൛) http://shinyorke.hatenablog.com/entry/2017/01/15/170602
Starting member • PyData #ͱ • Py Baseball Data #ͱ
• 334ඵ(ఔ)ͰͰ͖ΔPy “Baseball” Data • ·ͱΊ
PyData #ͱ
“”” PyDataͱσʔλੳσʔλ׆༻ ʹPythonͳΒͼʹPython Library Λ ར༻͠Α͏ͱ͍͏ਓྨͷӦΈͷ૯শ “”” ※@iktakahiro ͞Μͷ͓ݴ༿ΑΓൈਮ http://www.slideshare.net/
iktakahiro/pydata-67913897
PyDataɹ˞ݸਓతͳղऍͱݟղ • ਓྨ͕ͨ͠,͘͜͠Ε͔Β͢σʔλΛ,Pythonͷ ΤίγεςϜͰੳ&(ϚτϞʹ)׆༻͠Α͏ʂͱ͍͏ӦΈ. • PyDataͷ݁Ռ,Πϊϕʔγϣϯ͕ى͖ͨΓؔΘΔਓୡ͕ ͤʹͳͬͨΒ͍͍ͳ. • ExcelͷΘΓʹPython, ΨνͷػցֶशɾDeep
Learning, ٿσʔλΛָ͍ͬͯ͡͠Ήetc…શ෦PyDataͩΑʂ
Py Baseball Data #ͱ
“”” Py Baseball Dataͱ, ٿ౷ܭֶٴͼ,ͳΜJͳωλ࡞ΓͷͨΊ, PythonͳΒͼʹPython Library Λ ར༻͠Α͏ͱ͍͏, ʮ͖͏ຽ(ٿϑΝϯ)ʯͷӦΈͷ૯শ
“”” ※ࢲ(@shinyorke)͕࡞ͬͨޠ
ࣄྫ ʲॳ৺ऀ͚ʳ334ඵͰ͓΅͑Δٿ౷ܭֶͱPyDataʙཅଲ߯Λఴ͑ͯ http://qiita.com/shinyorke/items/ee58a82ad589f7f4c446
ࠓΔ͜ͱ • Python 3(3.6.0)͕ಈ͘ڥΛ࡞Δ • PyDataڥΛ࡞Δ&ಈ͔͢ • WBCຊදࡔຊ༐ਓ(G)ͷΛ࣋ͬͯ͘Δ #͠ •
લॲཧͱՄࢹԽ,ηΠόʔϝτϦΫεΛͬͯΈΔ • ॴཁ࣌ؒɿ334ඵ #ͳΜͰࡕਆؔͳ͍Ζ • https://github.com/Shinichi-Nakagawa/pynyumon_baseball/blob/ master/hayato_sakamoto.ipynb
Python 3(3.6.0)ڥΛ࡞Δ ~ ᐅ # Mac OS X(macOS)ͷ߹Ͱ͢,ଞͷOS্ख͘άά͍ͬͯͩ͘͞. ~ ᐅ
brew install python3 ~ ᐅ python3 -m venv ~/Document/yakiu # venvͰڥ࡞Δ(PathͲ͜Ͱ) ~ ᐅ source ~/Documents/yakiu/bin/activate # ԾڥΛ༗ޮԽ͢ΔΑ
PyDataڥΛ࡞Δ&ಈ͔͢ $ # Mac OS X(macOS)ͷ߹Ͱ͢,ଞͷOS্ख͘άά͍ͬͯͩ͘͞. (yakiu) ~ ᐅ pip
install ipython pandas beautifulsoup4 numpy lxml html5lib jupyter matplotlib seaborn (yakiu) ~ ᐅ jupyter notebook
ଓ͖ͪ͜ΒͰ(ࢼͯ͠Έͯ) https://github.com/Shinichi-Nakagawa/pynyumon_baseball/ blob/master/hayato_sakamoto.ipynb
·ͱΊ • ͦΒ(PythonDataڥ࡞Γָ͕Ͱ) ͦ͏(ࡔຊ༐ਓϝνϟΫνϟੌ͍ʹ) Αɹ(ܾ·͍ͬͯΔ͡Όͳ͍͔) • ٿ͖ͳΒ,PyDataٿ͔Βೖͬͨ΄͏͕Γ͍͢ͱ ࢥ͍·͢ʂ(ݸਓͷݟղ) • ٿʹݶΒͣ,͖ͳςʔϚɾதͰ͖ΔϞϊͰγϯϓϧʹ
͡ΊΔͷ͕ྑ͍ͱࢥ͏Αʂ #ଃΔݴ༿
ήʔϜηοτʂʂʂ ͝ਗ਼ௌ͋Γ͕ͱ͏͍͟͝·ͨ͠. Shinichi Nakagawa(Twitter/Facebook:@shinyorke)