Upgrade to Pro — share decks privately, control downloads, hide ads and more …

Open Source Data Analysis Toolbox

Avatar for Takahiro Noda Takahiro Noda
February 02, 2016
Programming
80
0

Open Source Data Analysis Toolbox

Introductions to how to choose your programming language for data analysis

Avatar for Takahiro Noda

Takahiro Noda

February 02, 2016

More Decks by Takahiro Noda

See All by Takahiro Noda
Clojure for Non-Clojurians
Avatar for Takahiro Noda tnoda
0
230
Yet another introduction to core.async
Avatar for Takahiro Noda tnoda
2
310
本の紹介: Clojure Programming
Avatar for Takahiro Noda tnoda
4
610

Other Decks in Programming

See All in Programming
Observability in Practice：Grafana 與 Edge Device SRE 的那些事
Avatar for Blueswen blueswen
0
120
タクシーアプリ『GO』の バックエンド開発のおける AI利活用と若者のすべて
Avatar for Kazuhiko Yamashita pyama86
3
1.9k
The Arts and Crafts of Work in the AI Era — Toward Mastery in Software Development
Avatar for Yoshihito Kuranuki / 倉貫義人 kuranuki
1
720
Spec-Driven Development with AI-Agents: From High-Level Requirements to Working Software
Avatar for Anton Arhipov antonarhipov
2
450
決定論的オーケストレーションの設計と実装 / Design and Implementation of Deterministic Orchestration
Avatar for nrs nrslib
3
1.1k
Lemonade + Foundry Toolkit でお手軽アプリ開発
Avatar for 瀬尾佳隆 seosoft
1
310
「AIで開発し、AIを届ける」をEvalでつなぐ 〜AIネイティブに始めるプロダクト開発の実践〜 / Connecting "Develop with AI, deliver AI" with Eval
Avatar for r-kagaya rkaga
4
2.4k
不変条件と整合性境界—ビジネスが決める設計判断と実現パターン / Invariants and Consistency Boundaries
Avatar for nrs nrslib
13
3.4k
Composerを使ったサプライチェーン攻撃の様子を眺めてみる #phpstudy
Avatar for hideki kinjyo o0h
PRO
2
220
AIとRubyの静的型付け
Avatar for ukin0k0 ukin0k0
0
540
JJUG CCC 2026 Spring: JSpecify で実現する Kotlin フレンドリーな Java API 設計
Avatar for ternbusty ternbusty
1
140
RTSPクライアントを自作してみた話
Avatar for simotin13 simotin13
0
490

Featured

See All Featured
Money Talks: Using Revenue to Get Sh*t Done
Avatar for Nikki Halliwell nikkihalliwell
0
240
<Decoding/> the Language of Devs - We Love SEO 2024
Avatar for Nikki Halliwell nikkihalliwell
1
240
Context Engineering - Making Every Token Count
Avatar for Addy Osmani addyosmani
9
940
VelocityConf: Rendering Performance Case Studies
Avatar for Addy Osmani addyosmani
333
25k
SEOcharity - Dark patterns in SEO and UX: How to avoid them and build a more ethical web
Avatar for Sara Fernández Carmona sarafernandez
0
200
Introduction to Domain-Driven Design and Collaborative software design
Avatar for Kenny Baas-Schwegler baasie
1
820
The Illustrated Children's Guide to Kubernetes
Avatar for Chris Short chrisshort
51
52k
Visualizing Your Data: Incorporating Mongo into Loggly Infrastructure
Avatar for mongodb mongodb
49
10k
The AI Search Optimization Roadmap by Aleyda Solis
Avatar for Aleyda Solis aleyda
1
5.9k
Impact Scores and Hybrid Strategies: The future of link building
Avatar for Tamara Novitovic tamaranovitovic
0
300
Paper Plane (Part 1)
Avatar for Katie Cordina Lindsey katiecoart
PRO
0
8.5k
How To Stay Up To Date on Web Technology
Avatar for Chris Coyier chriscoyier
790
250k

Transcript

  1. Open Source Data Analysis Toolbox @tnoda [2016-02-02 Tue]

  2. Outline Open Source Tools • Two axes Live Demo •

    Predict purchases of quoted insurance plans

  3. Types of Analysis "EIPD 4ZTUFN%FWFMPQNFOU 3 1ZUIPO $MPKVSF 4DBMB $

  4. Tool Stack -BOHVBHF -JCSBSJFT &OWJSPONFOU

  5. Programming Languages "EIPD 4ZTUFN%FWFMPQNFOU 3 1ZUIPO $MPKVSF 4DBMB $

  6. R -BOHVBHF -JCSBSJFT &OWJSPONFOU 3 $3"/ 3TUVEJP

  7. Python -BOHVBHF -JCSBSJFT &OWJSPONFOU 1ZUIPO J1ZUIPO OPUFCPPL /VNQZ4DJQZ TDJLJUMFBSO TUBUTNPEFMT

    1BOEBT UFOTPSPX $/5, DIBJOFS

  8. Clojure (Java) -BOHVBHF -JCSBSJFT &OWJSPONFOU $MPKVSF &NBDT +BWB +7. *ODBOUFS

    8FLB .BIPVU ,VSPNPKJ )BEPPQ 4QBSL 4UPSN *OUFMMJ+ 7JN

  9. Scala -BOHVBHF -JCSBSJFT &OWJSPONFOU 4DBMB +BWB +7. 8FLB .BIPVU ,VSPNPKJ

    )BEPPQ 4QBSL 4UPSN &NBDT *OUFMMJ+ 7JN

  10. Demo • Python • $200 PC

  11. Wrap-up Open source tools • Ad-hoc / System development •

    Language / Library / Environment Demo • Emacs / ob-ipython • Outliner + iPython notebook • Kaggle