Recent & Upcoming Events

Colloque GRETSI'17
Sep 5, 2017 12:00 AM
ICASSP'17: Lecture section: Deep Learning IV
Mar 9, 2017 12:00 AM

Publications

Conferences:

  • Z. Liao, R. Couillet, “On the Spectrum of Random Features Maps of High Dimensional Data”, (submitted to) The 35th International Conference on Machine Learning (ICML 2018), Stockholm, Sweden, 2018. [link]

  • Z. Liao, R. Couillet, “The Dynamics of Learning: A Random Matrix Approach”, (submitted to) The 35th International Conference on Machine Learning (ICML 2018), Stockholm, Sweden, 2018. [link]

  • Z. Liao, R. Couillet, “Une Analyse des Méthodes de Projections Aléatoires par la Théorie des Matrices Aléatoires”, Colloque GRETSI’17, Juan Les Pins, France, 2017. [link]

  • Z. Liao, R. Couillet, “Random Matrices Meet Machine Learning: A Large Dimensional Analysis of LS-SVM”, IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP’17), New Orleans, USA, 2017. [link]

Journals:

  • C. Louart, Z. Liao, R. Couillet, “A Random Matrix Approach to Neural Networks”, (to appear) Annals of Applied Probability, 2017. [link]

  • Z. Liao, R. Couillet, “A Large Dimensional Analysis of Least Squares Support Vector Machines”, (submitted to) Journal of Machine Learning Research, 2017. [link]

Teaching

I am a teaching assistant at CentraleSupélec, Signal and Statistics department, for the following courses:

  • 2017- 2018: Lab work: Signals and systems 1. Together with Prof. LE BRUSQUET. 54 hours in total.

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