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
350
"Haute Couture" and "Prêt-à-Porter" Data Science
kriss
0
440
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
750
Kaggle Criteo Challenge and Online Learning
kriss
1
260
The #FrenchData landscape
kriss
0
470
Other Decks in Technology
See All in Technology
Oracle Cloud Infrastructure:2025年2月度サービス・アップデート
oracle4engineer
PRO
1
240
Amazon S3 Tablesと外部分析基盤連携について / Amazon S3 Tables and External Data Analytics Platform
nttcom
0
140
Nekko Cloud、 これまでとこれから ~学生サークルが作る、 小さなクラウド
logica0419
2
990
次世代KYC活動報告 / 20250219-BizDay17-KYC-nextgen
oidfj
0
260
AI エージェント開発を支える MaaS としての Azure AI Foundry
ryohtaka
6
590
OpenID Connect for Identity Assurance の概要と翻訳版のご紹介 / 20250219-BizDay17-OIDC4IDA-Intro
oidfj
0
280
表現を育てる
kiyou77
1
220
ユーザーストーリーマッピングから始めるアジャイルチームと並走するQA / Starting QA with User Story Mapping
katawara
0
210
TAMとre:Capセキュリティ編 〜拡張脅威検出デモを添えて〜
fujiihda
2
290
Developers Summit 2025 浅野卓也(13-B-7 LegalOn Technologies)
legalontechnologies
PRO
1
860
CZII - CryoET Object Identification 参加振り返り・解法共有
tattaka
0
390
エンジニアが加速させるプロダクトディスカバリー 〜最速で価値ある機能を見つける方法〜 / product discovery accelerated by engineers
rince
4
400
Featured
See All Featured
Rebuilding a faster, lazier Slack
samanthasiow
80
8.8k
The Cult of Friendly URLs
andyhume
78
6.2k
Building Adaptive Systems
keathley
40
2.4k
A designer walks into a library…
pauljervisheath
205
24k
Understanding Cognitive Biases in Performance Measurement
bluesmoon
27
1.6k
Sharpening the Axe: The Primacy of Toolmaking
bcantrill
40
2k
Statistics for Hackers
jakevdp
797
220k
Being A Developer After 40
akosma
89
590k
Why You Should Never Use an ORM
jnunemaker
PRO
55
9.2k
Fashionably flexible responsive web design (full day workshop)
malarkey
406
66k
VelocityConf: Rendering Performance Case Studies
addyosmani
328
24k
Building an army of robots
kneath
303
45k
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