Pierre de Woillemont

Data Science Researcher, PhD at Ubisoft
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Paris, Île-de-France, France, FR

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Experience

    • France
    • Computer Games
    • 700 & Above Employee
    • Data Science Researcher, PhD
      • May 2019 - Present

      Simulation Of Diverse Human-like Behaviors In Video Games: A Reinforcement Learning Approach I built a turn-based strategic shooter in Unity for two main reasons: 1. Train DRL agents 2. Collect human data I created new approaches to train human-like agents, using solely aggregated data in small quantities, based on deep reinforcement learning techniques. Such agents can then be used to perform automated test on video games, during production. I published two research articles, which I presented at international conferences. I am in the process of publishing a thrid one by the end of my PhD. Show less

    • Intern in Applied Reinforcement Learning
      • Feb 2018 - Jul 2018

      Based on reinforcement leanring, build autonomous drones. Using AirSim based simulation, trained several AI : to avoid static and dynamique obstacles while reaching a designated point. Without any knowledge on how to fly or how to orient oneself, the drone learnt those things and more using mainly pixels as input. Based on reinforcement leanring, build autonomous drones. Using AirSim based simulation, trained several AI : to avoid static and dynamique obstacles while reaching a designated point. Without any knowledge on how to fly or how to orient oneself, the drone learnt those things and more using mainly pixels as input.

    • Bangladesh
    • Advertising Services
    • 1 - 100 Employee
    • Business Financial Analyst
      • Jul 2017 - Dec 2017

      Led a 6-month project to implement end to end financial and logistic metrics Created a new way to track the total cost of the import supply chain Developed a full end to end view on any item in the EU network to support operations Led a 6-month project to implement end to end financial and logistic metrics Created a new way to track the total cost of the import supply chain Developed a full end to end view on any item in the EU network to support operations

    • United States
    • Mental Health Care
    • Data analyst
      • May 2016 - Aug 2016

      Developed 10 new data analysis for management control Automatized more than 15 data analysis processes Created a market prediction model, able to predict up to 10 months ahead with a controlled margin of error Developed 10 new data analysis for management control Automatized more than 15 data analysis processes Created a market prediction model, able to predict up to 10 months ahead with a controlled margin of error

    • France
    • Restaurants
    • 1 - 100 Employee
    • Barman
      • Jan 2013 - Jun 2014
    • France
    • Education Administration Programs
    • Teacher of Mathematics
      • Sep 2013 - Feb 2014

      In charge of four classes (80 students): two days a week Created material for the lessons and the assessments Managed the relationship with the parents In charge of four classes (80 students): two days a week Created material for the lessons and the assessments Managed the relationship with the parents

    • France
    • Restaurants
    • Commis de cuisine
      • Jan 2013 - Jun 2013
    • United Kingdom
    • Facilities Services
    • Chauffeur livreur
      • Oct 2012 - Jan 2013

Education

  • Sorbonne Université
    Thèse de doctorat, Intelligence artificielle
    2020 -
  • Ensae ParisTech
    Master 2 (M2), Data Science, Statistique ,Economie, Finance
    2015 - 2019
  • Université Paris Descartes
    Licence, Mathématiques appliquées
    2012 - 2015
  • INSTITUTION SAINTE GENEVIEVE
    Baccalauréat, Mathematics
    2009 - 2012

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