Teaching
Fall 2020
- Fundamentals of Probabilistic Data Mining with Thomas Hueber (teaching resources in chamilo).
- Machine Learning for Computer Vision and Audio Processing (ex Category Learning and Object Recognition) with Karteek Alahari (teaching resources in chamilo).
FALL 2019
- Fundamentals of Probabilistic Data Mining (with Thomas Hueber and Fei Zheng). Course resources at chamilo (login required).
- Category Learning and Object Recognition (with Karteek Alahari and Cordelia Schmidt). Webpage and resources.
- Advanced Learning Models (with Julien Mairal). Webpage and resources.
Fall 2018
- Fundamentals of Probabilistic Data Mining (with Jean-Baptiste Durand).
Talks
Invited Talks
- Audio-visual variational speech enhancement at Intelligent Sensing Summer School (Sep’20)
- Choosing wisely your deep training loss at Universidade NOVA de Lisboa (March’20)
- Artificial Intelligence for Social Robots in Gerontological Healthcare at European Robotics Forum (March’20)
- Significancy & Robustness in Deep Regression at University of Trento (Jul’19)
- Probabilistic and deep methods for human behavior understanding at Media Integration and Communication Center (Jul’19 )
- Multi-speaker audio-visual diarization at SOUND Workshop Bar-Ilan (Dec’18 )
- Multimodal social behavior understanding at ACM SIGMM Rising Star Lecture at ACM MM (Oct’18 )
- Audio-Visual Multiple Speaker with Robotic Platforms at University of Trento and RHUM Workshop (May’18 )
- Matrix completion: a computer vision perspective at Carnegie Mellon University and Digital Video and Multimedia Lab of Columbia University (Jun’16 )
- Multimodal behavioral signal processing in the wild at Télécom-ParisTech (Jun’16 )
- Variational EM and non-linear optimization for multi-sensor scene analysis at Laboratoire d’Analyse et d’Architecture de Systèmes du CNRS (Dec’15)
- Free-standing conversational groups: the SALSA dataset and multi-modal head and body pose estimation at Universitat Politècnica de Catalunya – Image and Video Processing Group and INRIA Nancy Grand-Est – Team multispeech (Nov’15)
- Multimodal Automatic Analysis of Group Behavior at Workshop on Multimedia Frontiers Lecture (Oct’15)