Propositions de stages Master Recherche ou Ecole d'Ingénieurs - Année scolaire 2021-2022
- The Game of Privacy CLOSED
- Contact: Michele Sebag, Armand Lacombe at lri dot fr
- Topic: Supervised Machine Learning, Reinforcement Learning, Privacy
- Details: Sujet_Privacy.pdf
- Combatting Unemployment: Data, Recommendations and Fairness
- Contact: Michele Sebag, Philippe Caillou, sebag, caillou at lri dot fr
- Topic: Machine Learning, Optimal Transport, Recommendations, Causal Learning
- Details:see here
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- Spatio-temporal causal learning: Health outcomes of residential pesticides
- Contact: Michele Sebag at lri dot fr; Olivier Allais at inrae dot fr
- Topic: Machine Learning, Causal Learning, Generative models
- Details:Sujet_Horapest.pdf
- Learning to Run a Power Network Energies of the future and carbon neutrality CLOSED
- Contact: Isabelle Guyon, iguyon at lri dot fr
- Topic: Machine Learning, Reinforcement learning, Power consumption, Benchmark
- Details:see here
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- Meta-Album: creation of a meta-learning benchmark CLOSED
- Contact: Isabelle Guyon, iguyon at lri dot fr
- Topic: Machine Learning, Cross-Domain Meta-learning, Computer Vision, Benchmark
- Details:see here
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- Robustness against bias in AutoDL systems CLOSED
- Contact: Isabelle Guyon, iguyon at lri dot fr
- Topic: Machine Learning, bias in data, deep learning
- Details:see here
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Propositions de stages Master Recherche ou Ecole d'Ingénieurs - Année scolaire 2020-2021
- Recherche de politique optimale dans un espace 1D ou 2D, Application à l’agriculture durable
- Contact: Simon Moulieras, simon.moulieras at greenshield.fr, Michele Sebag, sebag at lri dot fr
- Topic: Reinforcement Learning, Graph Neural Networks
- Details:ici
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- Post-hoc Model-Agnostic Explanation through Evolutionary Computing-based Methods
- Contact: Marc Schoenauer, Marc dot Schoenauer at inria dot fr
- Topic: Explainable and Trustworthy Machine Learning, Evolutionary Computation
- Details:see here
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- Is overfitting avoidance “all you need” to guarantee privacy? CLOSED
- Contact: Isabelle Guyon, iguyon at lri dot fr
- Topic: Protection of privacy, synthetic data, GANs
- Details:see here
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- REVEAL games, a new class of RL problems CLOSED
- Contact: Isabelle Guyon, iguyon at lri dot fr
- Topic: Reinforcement learning, meta-learning
- Details:see here
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- Creation of a learning model for photoaerial identification of potential old-growth forests CLOSED
- Contact: Isabelle Guyon, iguyon at lri dot fr
- Topic: Computer vision, ecology
- Details:see here
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- Controlling the COVID epidemic with reinforcement learning CLOSED
- Contact: Isabelle Guyon, iguyon at lri dot fr
- Topic: Reinforcement learning, epidemiology
- Details:see here
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- (Deep) Graph Neural Networks for Fundamental Physics: the case of Glassy liquids
- remark: This position has been filled ! (others may have been as well, this one it's for sure
- Contact: François Landes, francois dot landes at inria dot fr
- Topic: Graph Neural Networks (GNN), simulation data, fundamental physics
- Details:see here
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Propositions de stages Master Recherche ou Ecole d'Ingénieurs - Année scolaire 2019-2020
Sujets Reliés au COVID-19
- Exploiting heterogeneous COVID-databases with limited manual effort: a domain adaptation approach
- Contact : Michele Sebag, sebag at lri dot fr (UPSaclay/CNRS/INRIA)
avec Francois Landes (UPSaclay & Inria) and Isabelle Guyon (UPSaclay&Inria).
- Sujet_Wrang.pdf
Topic: Machine Learning, Data Wrangling, Domain Adaptation, Data cleaning
- Automated Deep Learning Self-Service Against COVID-19 CLOSED
- Contact : Isabelle Guyon, iguyon at lri dot fr
avec Zhengying Liu (doctorant), Adrien Pavao (doctorant) et en collaboration avec Google Zurich
- Details
La competition AutoDL a produit ses fruits et livré des solutions qui peuvent automatiquement entrainer des classifieurs puissants pouvant résoudre des problèmes de computer vision, text processing, et speech *sans intervention humaine aucune*. Vous les mettrez à disposition du public pour résoudre des problèmes liés au COVID-19.
- COVID-19 Facts and Rumors CLOSED
- COVID-19 risk mitigation CLOSED
- COVID-19, coping with confinement CLOSED
- Contact : Isabelle Guyon, iguyon at lri dot fr (UPSaclay/INRIA)
avec Nicolas Thiery (UPSaclay), Sergio Escalera (U. Barcelona), Alice Guyon (U. Côte d’Azur), Adrien Pavao (UPSaclay).
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