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Exposés (12)  Titre        Date 
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Towards developmental AI
Emmanuel Dupoux
17/10/2018
Conférence d'Emmanuel Dupoux lors du Data Science Colloquium de l'ENS. Even though current machine learning techniques yield systems that achieve parity with humans on several high level tasks, the learning algorithms themselves are orders of magni...
Catégories : Data Science Colloquium
Mots-clefs: Langage, enfant, apprentissage, sciences cognitives, algorithme, machine learning, intelligence artificielle, ...
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Learning Graph Inverse Problems with Neural Networks
Joan Bruna
12/06/2018
Conférence de Joan Bruna lors du Data Science Colloquium de l'ENS. Graph Neural Networks, a natural extension of Convolutional Neural Networks on graphs. I will present recent work on supervised community detection, quadratic assignment, neutrino d...
Catégories : Data Science Colloquium
Mots-clefs: mathématiques, algorithme, signal, ordinateur, machine learning, apprentissage automatique
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Machine learning in scientific workflows
Balàzs Kégl
15/05/2018
Conférence de Balázs Kégl (Université Paris Saclay) dans le cadre du Data Science Colloqium, série de conférences de la Chaire CFM-­ENS "Modèles et Sciences des Données". I will describe our contributions to scientific ML workflow building and op...
Catégories : Data Science Colloquium
Mots-clefs: base de données, prévision, machine learning, intelligence artificielle, Open data, apprentissage automatique
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Brain-computer interfaces: two concurrent learning problems
Maureen Clerc
06/02/2018
Conférence de Maureen Clerc lors du Data Science Colloquium de l'ENS. Brain-Computer Interfaces (BCI) are systems which provide real-time interaction through brain activity, bypassing traditional interfaces such as keyboard or mouse. A target appli...
Catégories : Data Science Colloquium
Mots-clefs: mathématiques, Neurosciences, cerveau, modélisation, interaction, signal, interface, ordinateur, machine learning, ...
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Searching for interaction networks in proteins
Rémi Monasson
14/11/2017
Conférence de Rémi Monasson lors du colloquium Data Science Colloquium of the ENS   Searching for interaction networks in proteins: from statistical physics to machine learning, and back. Over the last century, statistical physics was extremely su...
Catégories : Data Science Colloquium
Mots-clefs: Biologie, physique, protéine, interaction, Big Data, machine learning, intelligence artificielle
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Cosmostatistics: Tackling Big Data from the Sky
Jean-Luc Starck
03/10/2017
Conférence de Jean-Luc Starck lors du colloquium Data Science Colloquium de l'ENS. Since the dawn of time, humans have been wondering about their place in the Universe. Over the past century, advances in modern physics, technology and engineering, ...
Catégories : Data Science Colloquium
Mots-clefs: Astrophysique, cosmologie, statistique, Big Data
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The brain as an optimal efficient adaptive learner
Sophie Deneve
16/05/2017
Conférence de Sophie Deneve lors du colloquium Data Science Colloquium  de l'ENS. Understanding how the brain learns to compute functions reliably, efficiently, and robustly with noisy spiking activity is a fundamental challenge in neuroscience. M...
Catégories : Data Science Colloquium
Mots-clefs: cerveau, apprentissage, Code, informatique, neurones, Big Data, machine learning, intelligence artificielle, erreur
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Beyond stochastic gradient descent for large-scale machine learning
Francis Bach
07/03/2017
Conférence de Francis Bach lors du colloquium Data Science Colloquium of the ENS This colloquium is organized around data sciences in a broad sense, with the goal of bringing together researchers with diverse backgrounds (including mathematics, ...
Catégories : Data Science Colloquium
Mots-clefs: Stochastique, Big Data, machine learning, intelligence artificielle
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What physics can tell us about inference ?
Cristopher Moore
08/11/2016
Conférence de Cristopher Moore lors du colloquium Data Science Colloquium of the ENS This colloquium is organized around data sciences in a broad sense, with the goal of bringing together researchers with diverse backgrounds (including mathematics, ...
Catégories : Data Science Colloquium
Mots-clefs: base de données, informatique, algorithme, interdisciplinarité, interprétation, physique statistique, ordinateur, ...
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Can Big Data cure Cancer?
Jean-Philippe Vert
11/10/2016
Conférence de Jean-Philippe Vert lors du colloquium Data Science Colloquium of the ENS This colloquium is organized around data sciences in a broad sense, with the goal of bringing together researchers with diverse backgrounds (including mathematic...
Catégories : Data Science Colloquium
Mots-clefs: Biologie, ADN, Médecine, cancer, Nouvelles technologies, informatique, pathologie, Big Data, interdisciplinarité, ...
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The new role of time and events in computer science
Gérard Berry
09/04/2015
Conférence de Gérard Berry organisée par le département de Physique. During the 20th century, traditional computer science considered time only from the performance angle, i.e., as a major complexity measures for algorithms, circuits and programs. B...
Catégories : Colloquium / Séminaire général du département de physique
Mots-clefs: temps, temporalité, mesure, informatique
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Statistical physics of compressed sensing
Marc Mézard
14/11/2013
Conférence de Marc Mézard Compressed sensing is a major new topic in information theory. Starting from the observation that interesting signals can be compressed, and thus are sparse in some representation, it aims at acquiring data directly in a co...
Catégories : Colloquium / Séminaire général du département de physique
Mots-clefs: mathématiques, Code, information, algorithme, physique statistique, acquisition compressée