Nicolas A. Barbarin, PhD 🚀

Nicolas A. Barbarin, PhD 🚀

Fiedtrips and practices

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  • Timeline

  • About me

    Project & Product Manager - R&D, Innovation - "𝘞𝘦 𝘰𝘯𝘭𝘺 𝘩𝘢𝘷𝘦 𝘵𝘩𝘦 𝘭𝘪𝘮𝘪𝘵𝘴 𝘵𝘩𝘢𝘵 𝘸𝘦 𝘪𝘮𝘱𝘰𝘴𝘦 𝘰𝘯 𝘰𝘶𝘳𝘴𝘦𝘭𝘷𝘦𝘴 𝘢𝘯𝘥 𝘵𝘩𝘰𝘴𝘦 𝘸𝘦 𝘵𝘩𝘪𝘯𝘬 𝘸𝘦 𝘩𝘢𝘷𝘦"

  • Education

    • University of Toronto via Coursera

      2018 -
      Neural networks for machine learning 85%
    • DGAC

      2017 -
      Certificat ULM/Drone

      Minimum official certificate needed to use professionnal UAV's.

    • MARUM, Bremen Germany

      2010 -
      ECORD Summer School: Dynamics of Past Climate Changes

      Activities and Societies: Two-weeks courses combined with lectures, interactive discussions and a “virtual ship”.http://www.marum.de/en/GLOMAR.htmlProgram: Climate response to orbital forcing Millennial-scale climate variability Linkages between climate and tectonics Sea-level changes Paleoproductivity, carbon burial through time, high CO2 worlds

    • TOTAL S.A.

      2017 - 2017
      SISMAGE-CIG Seismic interpretation, modeling

      Training SISMAGE-CIG "Essentials" at TOTAL S.A. with Eric Braccini.

    • Esri

      2017 - 2017
      ArcGIS Level 2 and 3D Analyst GIS, cartography, geospatial analysis

      Training Level 2 and 3D Analyst with Esri.

    • Université de Bourgogne

      2007 - 2009
      Master Geology, Geophysics, Environments, Geobiosphere First Class Honours

      Activities and Societies: Generalist training, mastery of numerical tools, geophysics (detection by electrical resistivity/conductivity, electromagnetism and acoustic waves), sedimentology... "Link between calcareous nannofossils and the pelagic carbonate production during the Valanginian (SE France): Exploratory morphometric approach of the Nannoconus genus” advisors: Prof. Emanuela Mattioli, Prof. Emmanuelle Vennin et Dr. Emmanuelle Pucéat. Collaboration between UMR-CNRS 5561 Biogéosciences (University of Burgundy) and UMR 5125 Palaeoenvironnement and Palaeobiosphere (University Claude Bernard Lyon 1)

    • Stanford University

      2023 -
      Specialization Machine Learning - Advanced Learning Algorithms 100%

      Deep learning, Decision/Regression Trees, Random Forest, XGBoostPython, Tensorflow, Scikit-Learn

    • Aix-Marseille Université

      2010 - 2014
      Doctor of Philosophy (PhD) Environmental Sciences, Industry, AI, Automated Microscopy and Image Processing First Class Honours

      Activities and Societies: Project management in scientific and industrial environments, hardware and software integration, Machine learning, Image processing, Automated imaging, Nannofossil thesis supervisors: DR. Luc Beaufort (CNRS) and Dr. Jean-Marc Moron (TOTAL).TOTAL funding

    • Université de Bourgogne

      2004 - 2007
      Bachelor of Science (BSc) Earth and Environmental Sciences Upper Second Class Honours
    • Rutgers University

      2011 -
      Internship: Biostratigraphy and taxonomy of Cenozoic calcareous nannofossils with Marie-Pierre Aubry
    • Stanford University

      2023 - 2023
      Supervised Machine Learning - Regression and Classification 100%

      Specialization machine learningLinear, Polynomial & Logistic Regressions, Feature EngineeringPython, Scikit-Learn, Numpy

    • Stanford University

      2023 - 2023
      Unsupervised Learning, Recommenders, Reinforcement Learning 100%

      K-means Clustering, Anomaly Detection, Collaborative Filtering, Content-Based Filetering Recommender Systems, PCA, Reinforcement LearningPython, Tensorflow, Scikit-Learn, Gym

  • Experience

    • Université de Bourgogne

      Oct 2004 - Jun 2009
      Fiedtrips and practices

      Training in Jurassic carbonate mapping (Burgundy, France)Miocene sedimentary stratigraphy (Valréas basin, France)Geophysics (electrical resistivity, electromagnetism and acoustic waves) in Jurassic/Cretaceous sediments and at an archaeological site (France)Excursions in volcanic (Chaîne des Puys), glacial and complex/metamorphic domains (Alps, France)Miocene mapping and sedimentology in Spain (Lorca and Sorbas basins)Sampling in the Lower Cretaceous of Spain (Maestrazgo Basin) (Msc Research studies) Show less

    • VicatGroup

      Jul 2008 - Aug 2008
      Researcher Internship

      Cartography and geophysical characterization (electrical resistivity) of bauxite deposits.

    • CNRS - Centre national de la recherche scientifique

      Apr 2010 - Jan 2014

      PhD Thesis - R&D about Automated Imaging and AI detection of calcareous nannofossils for geology and environment: SYRACO system - Quality/Time/Robustness/Fiability/Reproducibility Optimizations & Improvement This system reliably recognizes around a thousand of species from the Upper Eocene to now with a significant time saving for specialists. It is able to realize morhogroups classifications, automated counting and to grab a very large biometric database (size, weight…). It can be use for biostratigraphic or paleoceanographic purposes.- Steering, planning, definition of technical and functional specifications, coaching, POC & MVP - Calcareous nannofossils image database (100k), - 1 patent, - Morphometric automated measurement program, - Large data analysis (Statistics, time series analyses etc.), Datavisualisation, - Massive automated Image processing and machine learning classification, - Quantitative biostratigraphy on Pleistocene sediments. Advisor: DR. Luc Beaufort (CNRS) and Dr. Jean-Marc Moron (TOTAL).TOTAL funding Show less

      • R&D Project Leader (PhD thesis - AI, Automation, Industry and Environment)

        Jan 2010 - Jan 2014
      • Exploratory Sea drilling

        Apr 2010 - Apr 2010
    • TotalEnergies

      Jan 2014 - Jan 2023

      Cross-functional management - Technical coordination with internal teams (TotalEnergies HPC IA & Geosciences) and external partners (Thalès, MetaSystems, Zorth, etc.).Resource management.Optimisation & Improvement of Quality/Cost/Delivery/Robustness/Reliability/Reproducibility.- Steering, planning, definition of technical and functional specifications, short/medium/long-term visions, invitations to tender, feasibility, POC & MVP, supervision & coaching, coordination of TotalEnergies, Thales & Metasystems (All.) teams, etc. - Digital transformation of routine/repetitive processes from sample to final results for the GTS/BIO team,- Complete automation of the SYRACO imaging platform (integration of the workflow around a motorised microscope and a robot, preparations with QRcodes, user interface, web interface, database management, AI training & deployment)- Design of the web interface for the database and studies,- Database of 400k images labelled in 1000 classes- Successfully used on wells in Namibia and Suriname (major discoveries),- AI R&D on other use cases at TotalEnergies,- 1 patent on MicroDeep, a prototype with on-board AI for real-time analysis of aquatic biomass for carbon capture, biofuel/gas production, water cleaning, etc. Marketed by Zorth.- Participation in DRP-BIO with N. Keskes' team on the non-invasive extraction of fossils using Micro-CT Scan (X-ray microtomography) with 3D AI.- New data augmentation methods for deep learning (e.g. FakeFOV (Field Of View) project for object detection; technologies: OpenCV, Scikit-Learn, TensorFlow, Keras, Yolo, Mask R-CNN, etc.).- Technical participation with Lab L1's Reservoir Characterisation team (AI, image processing and SEM, R. Lasnel, I. Jolivet)- Design of digital tools for the GTS/BIO team Show less R&D about Digital Immersive Geosciences (DIG) of the AAPG (American Association of Petroleum Geologists)., Drone piloting and Data workflow. The aim is to offer a new publication platform for Virtual fieldtrip with high resolution 3D outcrops acquired with UAV's or LIDAR. I bring my user and developper experience with my geologist background to improve DIG. I also work to tune the platform for some internal purposes. - Definition of technical and functional specifications, technology feasibility & POC, - Drone image acquistion, 3D photogrammetric modeling of outcrops and interpretation (Ex. polylines with LIME & VRGS softwares), market product benchmark - 3D publication and sharing platform, Digital twins, workflow of data integration & mapping (GIS) and products benchmark + Deep Learning benchmark collaborations and consulting at TOTAL Show less Deployment, Industrialization of the SYRACO project at TOTAL - Cost-Time-Robustness-Reliability-Producibility Optimizations & Improvement - Adaptation to case studies and specialist needs (QC user interface...), coaching, - Increase of the nannofossils image database (150k) - Design of an interface to easily exploit classification results (expert QC with "NannoExplorer") - Improvement of the real-time producer/consumer loop for image processing - Fast image labelling program - Successful comparative study with expert on Angola wells - #1 Deep learning deployment proof-of-concept @Total - #1 Metier image database @ Total + Deep Learning collaborations with other TOTAL departments for benchmarking (TensorFlow, Keras) Show less

      • R&D-Innovation Project Leader for TotalEnergies

        Jan 2018 - Jan 2023
      • R&D Engineer

        Jan 2017 - Jan 2018
      • R&D Project Leader

        Jan 2014 - Jan 2017
    • Team for the Planet

      Dec 2020 - now
      Associé
    • Farm3

      Jan 2023 - Jan 2023
      Data & Cloud Software departments Manager

      Management of Data & SaaS Cloud departments and R&D budgets. Development of the FARM3.0 cloud service and hyperspectral imaging for automated plant phenotyping in Agri-Agro (+pharmaceuticals, cosmetics, etc.). - Management of the data and cloud team in connection with robotics, automatisation and IoT developments, Management of subcontractors (IT, AI, data processing) - Upscaling study of Amazon Web Services (AWS) cloud architecture - Creation, management and optimization of databases (visible and hyperspectral imaging, security, statistical analysis, machine learning...) Show less

    • SAYENS

      Jan 2024 - May 2024

      Cross-functional management of innovation maturation projects in the fields of energies (decarbonized "green" hydrogen), CO2 capture, New Materials, and Digital (AI, imagery...)Coordination between researchers and industrials in team with Intellectual property engineers, Business developpers, Marketing specialists and Lawers.Protect, promote and finance the technological development of inventions, from the laboratory to technology transfer (proof of concept, intellectual property, etc.) to industry or new start-ups. Show less

      • Innovation, Investment & Transfer Project Manager

        Jan 2024 - May 2024
      • Executive Committee Member of H2DEC - Stratégie Nationale d'Accélération "Hydrogène Décarboné"

        Jan 2024 - May 2024
  • Licenses & Certifications

    • Certificat ULM/Drone

      DGAC
      Jan 2017
    • Gérer un projet d'innovation

      Bpifrance
      Jan 2025
      View certificate certificate
    • Intelligence Artificielle en entreprise, stratégie et transformation

      Bpifrance
      Dec 2024
      View certificate certificate
    • Changement climatique et biodiversité - Super badge

      CNED
      Nov 2024
      View certificate certificate
    • Machine Learning

      Stanford University
      Jul 2023
      View certificate certificate
    • ArcGIS Level 2 and 3D Analyst

      Esri
      Jan 2017
    • Specialization Machine Learning - Advanced Learning Algorithms

      Stanford University
      May 2023
      View certificate certificate
    • Neural networks for machine learning

      University of Toronto
      May 2018
      View certificate certificate
    • Unsupervised Learning, Recommenders, Reinforcement Learning

      Stanford University
      Jul 2023
      View certificate certificate
    • Supervised Machine Learning - Regression and Classification

      Stanford University
      Apr 2023
      View certificate certificate