teaching ml with scikit-learn at telecom paristech
TRANSCRIPT
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Teaching machine learning withscikit-learn:
The Telecom ParisTech Experiment
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Alexandre GramfortTelecom ParisTech - CNRS LTCI
GitHub : @agramfort Twitter : @agramfort
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The Telecom ParisTech Experim
ent
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>>> import sklearn
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History
>>> import sklearn
From
To
$ RR version 2.15.1 (2012-06-22) -- …Copyright (C) 2012 The R Foundation for Statistical Computing>
or
< M A T L A B (R) > Copyright 1984-2012 The MathWorks, Inc. R2012b (8.0.0.783) 64-bit (glnxa64) August 22, 2012>>
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HistoryFrom
To
16 students in ML class in 2012
> 60 students in ML class in 2016
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Alexandre Gramfort Teaching with scikit-learn
Formations
6
• Ingénieur Télécom, filière Sciences des Données
• M2 Data Science (Télécom & Polytechnique)
• M2 Data & Knowledge (Télécom, Paris Sud, Polytechnique)
• M2 DataScale (UVSQ, ENSIIE, Télécom, Télécom SudParis)
• Mastère Spécialisé « Big Data : gestion et analyse des données massives »
• Certificat d’études spécialisées «Data Scientist»
• MOOC Fondamentaux du Big Data
http://www.telecom-paristech.fr/cartobigdata
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Alexandre Gramfort Teaching with scikit-learn
Filière Science des Données (SD)
7
1er semestre 2eme semestre
Période 1 Période 2 Période 3 Période 4
SD201 Exploration des grands volumes de données
SD203 Développement Web
SD210 Bases de l'apprentissage statistique
SD211 Optimisation pour l'apprentissage statistique
SD202 Bases de données
SD204 Statistique : modèles linéaires
SD205 Statistique avancée : estimation non paramétrique et théorie de l’apprentissage
SD207 Apprentissage statistique par la pratique
Team effort:• > 10 faculties (MdC, Professors)• with help from PhD students / Postdocs in ML
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SD210 - SD207: ≈50% hands on
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Challenges
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Can’t stop working !I need to win the
challenge
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Doing datascience with challenges
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Doing datascience with challenges
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Doing datascience with challenges
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Alexandre [email protected]:
GitHub : @agramfort Twitter : @agramfort
Questions?
1 position to work on Scikit-Learn and Scipy stack available !