Education

  1. Doctor of Philosophy (Ph.D.) in Machine Learning

    Oct. 2016 - Jan. 2021
    Poznan University of Technology, Poznan, Poland

    Title: End-to-end approach to classification in unstructured spaces with application to judicial decisions

    • Elaboration of new AI methods for justice prediction and explanation.
    • A new mathematical theory for classification, with ”good” properties (explainability, no metric required, no hyperparameter,...) based on hypergraphs and metric learning
    • A generic method to automate most of data preparation using standard hyperparameter tuning techniques
    • The largest curated datasets about the European Court of Human Rights, on which I reached over 94% accuracy predicting the outcome of a judgment.
  2. Master of Science in Mathematics and Computer Science

    Oct. 2009 - Mar. 2015
    INSA Rouen (National Institute of Applied Sciences), Rouen, France
    • Mathematics and Software Engineering Department - Top 5 student
    • “Musique Étude” - additional cursus for musicians
  3. Master of Science in High Performance Computing and Artificial Intelligence

    Oct. 2013 - Jun. 2014
    Cracow University of Technology, Cracow, Poland

Experiences

  1. IBM

    May. 2015 - Nov. 2020

    Senior Engineer & Data Scientist

    Mar. 2017 - Nov. 2020
    Cracow, Poland
    • Software Architecture and Engineering on IBM Integrated Analytics System and IBM Cloud Pak for Data
    • Responsible for the monitoring solutions of GPFS and Red Hat OpenShift in Hybrid Cloud environment
    • Architecture and R&D of an AI platform for financial process automation (IBM Cobee)
    • Architecture and R&D of an AI platform to analyze code quality and predict regressions (IBM Code Quality Center)
    • Machine Learning and Data Science local trainer
    • Conception and implementation of a NLP and Topic Modeling service.
    • Responsible for the collaboration with universities (conference, lectures, joint research projects)
    • Following master students and interns on research oriented subjects

    Engineer

    May. 2015 - Nov. 2017
    Cracow, Poland
    • Scrum master and small-team leader
    • Design, implementation and tests of the software stack for IBM Integrated Analytics System (Python)
    • Development of a server to transfer and synchronize data between on premise appliances and the Cloud with High Availability and Disaster Recovery constraints (C++)
    • Prototype of a semantic search engine for jurisprudence and law related documents
  2. Watussi

    Aug. 2017

    Data Scientist

    Paris, France
    • Conception and implementation of a NLP tool dedicated to Search Engine Optimization (SEO)
  3. X-Formation

    Nov. 2014 - Apr. 2015

    Software Engineer & Product Owner

    Cracow, Poland
    • Conception of a predictive module in Go (based on temporal series)
    • Improvement of the company development workflow
    • Development of the sustainability and valorization strategy
    • Database optimization and normalization
    • Software architecture, including highly distributed architecture
  4. Inria

    Jun. 2012 - Apr. 2015

    Research Collaborator

    May. 2014 - Apr. 2015
    Saclay, France

    Title: Insertion of adaptive modalities in the mono or multi objectives evolutionary planner Divide-and-Evolve

    Supervisor: Marc Schoenauer, TAO team

    • Solving a temporal planning problem (MultiZenoTravel) from the International Planning Competition
    • Development of the ZenoSolver, a C++14 solver for MultiZenoTravel instances
    • Conception, programmation and experimental validation (using R) of the online adaptation of (hyper)parameters
    • Software engineering on Descarwin (french National Agency for Research: ANR-09-COSI-002)

    Research Collaborator

    Sep. 2012 - Feb. 2013
    Lille, France

    Title: Parallel Island Model for Metaheuristics.

    Supervisor: Clive Canape, DOLPHIN team

    • Genetic algorithms, stochastic optimization and statistics (ANOVA model),...
    • Implementation in C++11, JSON parser, UML modelling, parallel computing and HPC...

    Internship

    Jun. 2012 - Sep. 2012
    Lille, France
    • Software engineering on ParadisEO, a C++ framework for metaheuristics
    • Development of a module for shared memory parallelism
    • Stabilisation for a new release of ParadisEO
    • Integration of engineering tools : bug tracking, profiling, builds, continuous integration,...