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
0
77

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
Tweet

More Decks by Takahiro Noda

See All by Takahiro Noda
Clojure for Non-Clojurians
Avatar for Takahiro Noda tnoda
0
220
Yet another introduction to core.async
Avatar for Takahiro Noda tnoda
2
290
本の紹介: Clojure Programming
Avatar for Takahiro Noda tnoda
4
590

Other Decks in Programming

See All in Programming
Promise.tryで実現する新しいエラーハンドリング New error handling with Promise try
Avatar for おおいし bicstone
3
520
詳細の決定を遅らせつつ実装を早くする
Avatar for shimabox shimabox
1
1.3k
Building AI with AI
Avatar for Ines Montani inesmontani
PRO
1
240
GraalVM Native Image トラブルシューティング機能の最新状況（2025年版）
Avatar for NTTドコモソリューションズ　Java担当 ntt_dsol_java
0
160
複数チーム並行開発下でのコード移行アプローチ ~手動 Codemod から「生成AI 活用」への進化
Avatar for ANDPAD inc andpad
0
180
Module Harmony
Avatar for petamoriken / 森建 petamoriken
2
490
モデル駆動設計をやってみよう Modeling Forum2025ワークショップ/Let’s Try Model-Driven Design
Avatar for haru860 haru860
0
170
「10分以内に機能を消せる状態」 の実現のためにやっていること
Avatar for おぎ togishima
1
520
オフライン対応！Flutterアプリに全文検索エンジンを実装する @FlutterKaigi2025
Avatar for JaiChangPark itsmedreamwalker
2
230
ゼロダウンタイムでミドルウェアの バージョンアップを実現した手法と課題
Avatar for つっつん wind111
0
210
関数の挙動書き換える
Avatar for takato fukui takatofukui
4
740
[堅牢.py #1] テストを書かない研究者に送る、最初にテストを書く実験コード入門 / Let's start your ML project by writing tests
Avatar for Shunsuke KITADA shunk031
11
5.2k

Featured

See All Featured
Optimising Largest Contentful Paint
Avatar for Harry Roberts csswizardry
37
3.5k
The World Runs on Bad Software
Avatar for Brandon Keepers bkeepers
PRO
72
12k
How To Stay Up To Date on Web Technology
Avatar for Chris Coyier chriscoyier
791
250k
Fantastic passwords and where to find them - at NoRuKo
Avatar for Phil Nash philnash
52
3.5k
Intergalactic Javascript Robots from Outer Space
Avatar for Vicent Martí tanoku
273
27k
Into the Great Unknown - MozCon
Avatar for Noah Learner thekraken
40
2.2k
Build your cross-platform service in a week with App Engine
Avatar for Jose L jlugia
234
18k
Designing for humans not robots
Avatar for Tammie Lister tammielis
254
26k
A better future with KSS
Avatar for Kyle Neath kneath
239
18k
Responsive Adventures: Dirty Tricks From The Dark Corners of Front-End
Avatar for Vitaly Friedman smashingmag
253
22k
GraphQLの誤解/rethinking-graphql
Avatar for sonatard sonatard
73
11k
Building a Scalable Design System with Sketch
Avatar for Laura Van Doore lauravandoore
463
33k

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