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Sylvain Guignot

Sylvain Guignot

Engineer Internship

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location of Sylvain GuignotOrleรฃes, Centro-Vale-do-Loire, Franรงa

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  • Timeline

  • About me

    R&D Project Manager | Mining processes and waste recycling

  • Education

    • Conservatoire National des Arts et Mรฉtiers

      2022 - 2024
      Certificate of Specialization in Artificial Intelligence ๐€๐ซ๐ญ๐ข๐Ÿ๐ข๐œ๐ข๐š๐ฅ ๐ˆ๐ง๐ญ๐ž๐ฅ๐ฅ๐ข๐ ๐ž๐ง๐œ๐ž

      Activities and Societies: --- 2-years training program on ML and AI applications. 50% lectures on the theoretical and algorithmic aspects of AI and 50% practical work on concrete cases. Practical work carried out using ๐๐ฒ๐“๐จ๐ซ๐œ๐ก and ๐๐ฒ๐ญ๐ก๐จ๐ง's specialized libraries. Each course unit is validated by an exam and a ๐œ๐จ๐๐ข๐ง๐  ๐ฉ๐ซ๐จ๐ฃ๐ž๐œ๐ญ. ๐๐š๐ญ๐ญ๐ž๐ซ๐ง ๐ซ๐ž๐œ๐จ๐ ๐ง๐ข๐ญ๐ข๐จ๐งโ–ช Dimension reduction: ๐˜ˆ๐˜Š๐˜—, ๐˜“๐˜‹๐˜ˆ, ๐˜˜๐˜‹๐˜ˆ, ๐˜“๐˜“๐˜Œ, ๐˜œ๐˜”๐˜ˆ๐˜—, ๐˜ต-๐˜š๐˜•๐˜Œโ–ช Classification: ๐˜ฌ-๐˜ฎ๐˜ฆ๐˜ข๐˜ฏ๐˜ด, ๐˜‹๐˜‰๐˜š๐˜Š๐˜ˆ๐˜•, ๐˜ด๐˜ฑ๐˜ฆ๐˜ค๐˜ต๐˜ณ๐˜ข๐˜ญ ๐˜ค๐˜ญ๐˜ถ๐˜ด๐˜ต๐˜ฆ๐˜ณ๐˜ช๐˜ฏ๐˜จโ–ช Density estimation๐ƒ๐ž๐œ๐ข๐ฌ๐ข๐จ๐ง ๐ฆ๐จ๐๐ž๐ฅ๐ฅ๐ข๐ง๐  / ๐๐ž๐ž๐ฉ ๐ฅ๐ž๐š๐ซ๐ง๐ข๐ง๐ โ–ช ๐ท๐‘’๐‘๐‘–๐‘ ๐‘–๐‘œ๐‘› ๐‘ก๐‘Ÿ๐‘’๐‘’๐‘ , ๐‘Ÿ๐‘Ž๐‘›๐‘‘๐‘œ๐‘š ๐‘“๐‘œ๐‘Ÿ๐‘’๐‘ ๐‘ก๐‘ , ๐‘”๐‘Ÿ๐‘Ž๐‘‘๐‘–๐‘’๐‘›๐‘ก ๐‘๐‘œ๐‘œ๐‘ ๐‘ก๐‘–๐‘›๐‘”, ๐‘†๐‘‰๐‘€ โ–ช NN: ๐น๐‘’๐‘’๐‘‘-๐น๐‘œ๐‘Ÿ๐‘ค๐‘Ž๐‘Ÿ๐‘‘, ๐ถ๐‘œ๐‘›๐‘ฃ๐‘œ๐‘™๐‘ข๐‘ก๐‘–๐‘œ๐‘›๐‘Ž๐‘™โ€ฆ Show more ๐๐š๐ญ๐ญ๐ž๐ซ๐ง ๐ซ๐ž๐œ๐จ๐ ๐ง๐ข๐ญ๐ข๐จ๐งโ–ช Dimension reduction: ๐˜ˆ๐˜Š๐˜—, ๐˜“๐˜‹๐˜ˆ, ๐˜˜๐˜‹๐˜ˆ, ๐˜“๐˜“๐˜Œ, ๐˜œ๐˜”๐˜ˆ๐˜—, ๐˜ต-๐˜š๐˜•๐˜Œโ–ช Classification: ๐˜ฌ-๐˜ฎ๐˜ฆ๐˜ข๐˜ฏ๐˜ด, ๐˜‹๐˜‰๐˜š๐˜Š๐˜ˆ๐˜•, ๐˜ด๐˜ฑ๐˜ฆ๐˜ค๐˜ต๐˜ณ๐˜ข๐˜ญ ๐˜ค๐˜ญ๐˜ถ๐˜ด๐˜ต๐˜ฆ๐˜ณ๐˜ช๐˜ฏ๐˜จโ–ช Density estimation๐ƒ๐ž๐œ๐ข๐ฌ๐ข๐จ๐ง ๐ฆ๐จ๐๐ž๐ฅ๐ฅ๐ข๐ง๐  / ๐๐ž๐ž๐ฉ ๐ฅ๐ž๐š๐ซ๐ง๐ข๐ง๐ โ–ช ๐ท๐‘’๐‘๐‘–๐‘ ๐‘–๐‘œ๐‘› ๐‘ก๐‘Ÿ๐‘’๐‘’๐‘ , ๐‘Ÿ๐‘Ž๐‘›๐‘‘๐‘œ๐‘š ๐‘“๐‘œ๐‘Ÿ๐‘’๐‘ ๐‘ก๐‘ , ๐‘”๐‘Ÿ๐‘Ž๐‘‘๐‘–๐‘’๐‘›๐‘ก ๐‘๐‘œ๐‘œ๐‘ ๐‘ก๐‘–๐‘›๐‘”, ๐‘†๐‘‰๐‘€ โ–ช NN: ๐น๐‘’๐‘’๐‘‘-๐น๐‘œ๐‘Ÿ๐‘ค๐‘Ž๐‘Ÿ๐‘‘, ๐ถ๐‘œ๐‘›๐‘ฃ๐‘œ๐‘™๐‘ข๐‘ก๐‘–๐‘œ๐‘›๐‘Ž๐‘™, ๐‘…๐‘’๐‘๐‘ข๐‘Ÿ๐‘Ÿ๐‘’๐‘›๐‘ก๐€๐๐ฏ๐š๐ง๐œ๐ž๐ ๐€๐ˆโ–ช Reinforcement Learningโ–ช Generative models: ๐‘‰๐ด๐ธ, ๐‘Š๐‘Ž๐‘ ๐‘ ๐‘’๐‘Ÿ๐‘ ๐‘ก๐‘’๐‘–๐‘›-๐บ๐ด๐‘โ–ช ๐ต๐‘Ž๐‘ฆ๐‘’๐‘ ๐‘–๐‘Ž๐‘› NN, dropout models ๐€๐ˆ ๐Ÿ๐จ๐ซ ๐ฆ๐ฎ๐ฅ๐ญ๐ข๐ฆ๐ž๐๐ข๐š ๐๐š๐ญ๐šโ–ช Time Series: SARIMA, Soft DTW, FFN, FCN, RNNโ–ช NLP: ๐‘’๐‘š๐‘๐‘’๐‘‘๐‘‘๐‘–๐‘›๐‘”๐‘ , ๐‘ ๐‘’๐‘ž2๐‘ ๐‘’๐‘ž (๐‘๐‘’๐‘Ž๐‘š ๐‘ ๐‘’๐‘Ž๐‘Ÿ๐‘โ„Ž, ๐‘ก๐‘’๐‘Ž๐‘โ„Ž๐‘’๐‘Ÿ ๐‘“๐‘œ๐‘Ÿ๐‘๐‘–๐‘›๐‘”), BART, Transformersโ–ช Data streams: ๐‘‘๐‘ข๐‘Ž๐‘™ ๐‘š๐‘’๐‘š๐‘œ๐‘Ÿ๐‘ฆ ๐‘š๐‘’๐‘กโ„Ž๐‘œ๐‘‘๐‘ , ๐‘๐‘Ÿ๐‘œ๐‘”๐‘Ÿ๐‘’๐‘ ๐‘ ๐‘–๐‘ฃ๐‘’ ๐‘›๐‘’๐‘ข๐‘Ÿ๐‘Ž๐‘™ ๐‘›๐‘’๐‘ก๐‘ค๐‘œ๐‘Ÿ๐‘˜๐‘ โ–ช Graph NN: ๐บ๐ถ๐‘, ๐บ๐‘Ÿ๐‘Ž๐‘โ„Ž๐‘†๐‘Ž๐‘”๐‘’, ๐ด๐‘ก๐‘ก๐‘’๐‘›๐‘ก๐‘–๐‘œ๐‘› ๐‘๐‘’๐‘ก๐‘ค๐‘œ๐‘Ÿ๐‘˜๐‘  Show less

    • Conservatoire National des Arts et Mรฉtiers

      2021 - 2021
      Teaching unit ๐ƒ๐š๐ญ๐š๐›๐š๐ฌ๐ž๐ฌ ๐š๐ง๐ ๐’๐๐‹

      Design, implement and use relational databases and mastering ๐’๐๐‹ language

    • Conservatoire National des Arts et Mรฉtiers

      2021 - 2021
      Teaching unit ๐ƒ๐š๐ญ๐š ๐€๐ง๐š๐ฅ๐ฒ๐ฌ๐ข๐ฌ ๐š๐ง๐ ๐Œ๐ฎ๐ฅ๐ญ๐ข๐ฏ๐š๐ซ๐ข๐š๐ญ๐ž ๐’๐ญ๐š๐ญ๐ข๐ฌ๐ญ๐ข๐œ๐ฌ

      Methods of Multivariate Statistics and implementation in ๐‘.โ–ช Factor analysis : Principal Component Analysis (PCA), Multiple Correspondence Analysis (MCA), Factor Analysis of Mixed Data (AFDM)โ–ช Unsupervised learning: k-means clustering, hierarchical clustering.Course unit validated by a report, mine was about "Assessing predictive factors of heart disease"

    • Conservatoire National des Arts et Mรฉtiers

      2021 - 2021
      Teaching unit ๐‚๐จ๐ฆ๐ฉ๐ฎ๐ญ๐ž๐ซ ๐๐ซ๐จ๐ ๐ซ๐š๐ฆ๐ฆ๐ข๐ง๐ , ๐’๐ฉ๐ž๐œ๐ข๐Ÿ๐ข๐œ ๐€๐ฉ๐ฉ๐ฅ๐ข๐œ๐š๐ญ๐ข๐จ๐ง๐ฌ

      Learn to use the ๐‘ and ๐๐ฒ๐ญ๐ก๐จ๐ง languages for data analysis and manipulation. Mastering code documentation with Jupiter notebooks.Course unit validated by a data analysis project.

    • ENSIC

      2002 - 2005
      Engineer's degree, Master of Engineering Chemical Engineering

      Ecole Nationale Supรฉrieure des Industries Chimiques ENSIC Nancy

    • Universitรฉ Paris-Est Marne-la-Vallรฉe

      2005 - 2008
      Doctor of Philosophy - PhD Chemistry

  • Experience

    • Arkema

      Jul 2004 - Nov 2004
      Engineer Internship

      Simulation of experimental breakthrough curves of thio-compounds added to natural gas.Experimental work covering :- Capillary gas chromatography equipped with TCD or FID detectors

    • CEA

      Jan 2005 - Jan 2008
      PhD Graduate Student - Design of aqueous surfactant foams used to decontaminate nuclear facilities

      Characterization and design of soft matter materials combining nanoparticles and aqueous surfactant foams. Experimental work covering: - Rheology of concentrated suspensions - Rheology of interfaces - Measurements of static and dynamic surface tension - Measurements of zeta potential and particle size distributions

    • CNRS

      May 2005 - Oct 2005
      Engineer Intern

      Study of organogels derived from amino acids, and preparation of solid aerogels by supercritical CO2 drying.Experimental work covering:- Organic synthesis- Rheology of gel- Drying experiments with supercritical CO2- Solid/gas adsorption- UV spectrofluorimetry

    • Universitรฉ de Montpellier 2

      Jan 2009 - Jan 2010
      Associate Researcher in formulation of polymeric material

      Characterization of composite materials made of mineral nanoparticles and polymeric hydrogels.

    • BRGM

      Aug 2010 - now

      Hands-on experience in: - Design and tests of mineral process operations to extract values from post-consumers waste: plastics, automotive shredder residues, electrical and electronic equipment - Hydrometallurgical operations to recover metals from ore and from waste- Evaluation of bio-sourced flocculants to improve the decantation of fine particles - Geochemical modelling of leaching processes - Thermodynamic modelling of electrolytic solutions - Life-cycle assessment of process implementation- Techno-economic analyses of processes- Mass balance and enthalpy balance of processes Show less

      • R&D Project Manager / Sustainable mining and circular economy

        Feb 2013 - now

      • R&D Process Engineer in waste and water recycling

        Aug 2010 - now

  • Licenses & Certifications

    • USIM PAC Software - Modeling and simulation of mineral processing

      CASPEO - Beyond #ProcessSimulation
      Jan 2024

  • Honors & Awards

    • Awarded to Sylvain Guignot
      Concours Mondial de l'Innovation 2030 / French Innovation Challenge 2030 Bpi France jun. de 2015 The funding will support a pilot-scale evaluation of the Remetox technology to recover the valuable metals from printed circuit boards.