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
Software Engineers, the New Data Scientists
Search
Christophe Bourguignat
June 15, 2016
Technology
1
140
Software Engineers, the New Data Scientists
scikit-learn day / PyData Paris / 15.06.16
Christophe Bourguignat
June 15, 2016
Tweet
Share
More Decks by Christophe Bourguignat
See All by Christophe Bourguignat
Adding Neurons to your Assistants
kriss
1
340
"Haute Couture" and "Prêt-à-Porter" Data Science
kriss
0
430
Machine Learning for Chief Future Officers
kriss
1
130
Whitening The Blackbox : Why And How To Explain Machine Learning Predictions ?
kriss
1
1.1k
Building a Data Science Team
kriss
2
400
Lean Machine Learning
kriss
5
740
Kaggle Criteo Challenge and Online Learning
kriss
1
260
The #FrenchData landscape
kriss
0
460
Other Decks in Technology
See All in Technology
能動的ドメイン名ライフサイクル管理のすゝめ / Practice on Active Domain Name Lifecycle Management
nttcom
0
230
3年でバックエンドエンジニアが5倍に増えても破綻しなかったアーキテクチャ そして、これから / Software architecture that scales even with a 5x increase in backend engineers in 3 years
euglena1215
9
3.4k
OCI技術資料 : ファイル・ストレージ 概要
ocise
3
11k
TypeScript開発にモジュラーモノリスを持ち込む
sansantech
PRO
2
590
生成AIをより賢く エンジニアのための RAG入門 - Oracle AI Jam Session #20
kutsushitaneko
4
290
社内イベント管理システムを1週間でAKSからACAに移行した話し
shingo_kawahara
0
200
[Ruby] Develop a Morse Code Learning Gem & Beep from Strings
oguressive
1
190
LINEヤフーのフロントエンド組織・体制の紹介【24年12月】
lycorp_recruit_jp
0
550
継続的にアウトカムを生み出し ビジネスにつなげる、 戦略と運営に対するタイミーのQUEST(探求)
zigorou
0
790
株式会社ログラス − エンジニア向け会社説明資料 / Loglass Comapany Deck for Engineer
loglass2019
3
32k
型情報を用いたLintでコード品質を向上させる
sansantech
PRO
2
140
Yahoo! ズバトクにおけるフロントエンド開発
lycorptech_jp
PRO
0
100
Featured
See All Featured
The World Runs on Bad Software
bkeepers
PRO
66
11k
The Web Performance Landscape in 2024 [PerfNow 2024]
tammyeverts
2
290
ピンチをチャンスに:未来をつくるプロダクトロードマップ #pmconf2020
aki_iinuma
111
49k
It's Worth the Effort
3n
183
28k
Let's Do A Bunch of Simple Stuff to Make Websites Faster
chriscoyier
507
140k
ReactJS: Keep Simple. Everything can be a component!
pedronauck
665
120k
No one is an island. Learnings from fostering a developers community.
thoeni
19
3k
Automating Front-end Workflow
addyosmani
1366
200k
Typedesign – Prime Four
hannesfritz
40
2.4k
Optimizing for Happiness
mojombo
376
70k
Why Our Code Smells
bkeepers
PRO
335
57k
How to Think Like a Performance Engineer
csswizardry
22
1.2k
Transcript
Christophe Bourguignat @chris_bour / @zelrosHQ scikit-learn day / PyData Paris
/ 15.06.16
None
MODERN EXAMPLE (1936)
SOLUTION 1 : USE EXCEL (easy)
SOLUTION 2 : CODE A SIMPLE BUT ROBUST ALGORITHM (medium)
SOLUTION 3 : DIVE INTO THEORY AND IMPLEMENT (hard) Gilles
Louppe
Hopefully Scikit-Learn Does Exist (and this changes everything)
Machine Learning Without Learning the Machinery
100 000
“I put one of my courses online and it reached
an audience of 100 000 students”
250
“To reach a comparable sized audience I would have had
to teach at Stanford for 250 years”
Andrew Ng
https://www.google.fr/trends/explore#q=kaggle Kaggle Creation
Scikit-learn Moocs Kaggle Time for a Venn Diagram !
Machine Learning Has Become a Meritocracy
WHO IS THE MASS POPULATION BEST PLACED TO LEVERAGE THIS
MERITOCRACY ?
WHO IS THE MASS POPULATION BEST PLACED TO LEVERAGE THIS
MERITOCRACY ?
None
Gartner, 2016
Many Scikit-Learn contributors are themselves software engineers Analysis of 40
scikit-learn contributors Linkedin Profiles
Who will be the New New Data Scientist ?
Citizen Data Scientist
None
TOP 5%
We will all be kind of data scientists (in a
way or an other)
None
We are hiring Data Scientists Software Engineers
[email protected]
Wanting to
become
@chris_bour / @zelrosHQ