resume.json

{
  "basics": {
    "name": "Louis Berthier",
    "label": "PhD Candidate in Applied Mathematics and Machine Learning",
    "image": "",
    "email": "louis.berthier@polytechnique.edu",
    "phone": "+33 6 47 53 53 57",
    "url": "https://LouisTier.github.io/"
    // "summary": "PhD Candidate in Applied Mathematics and Machine Learning at École Polytechnique.",
    // "location": {
    //   "address": "2712 Broadway St",
    //   "postalCode": "CA 94115",
    //   "city": "Paris",
    //   "countryCode": "FR",
    //   "region": "Île-de-France"
    // },
    // "profiles": [
    //   {
    //     "network": "Twitter",
    //     "username": "AlbertEinstein",
    //     "url": "https://twitter.com/AlbertEinstein"
    //   }
    // ]
  },
  "work": [
    {
      "name": "Augmodo",
      "position": "Computer Vision Scientist",
      "url": "https://www.augmodo.com/",
      "startDate": "2025.08",
      "endDate": "NOW",
      "summary": "Improving open world computer vision pipelines for real-world deployments in retail.",
      "highlights": [
        "Mainly collaborating with <a href=\"https://www.sachahu.com/\">Sacha Hu</a>, Senior Computer Vision Scientist.",
        "Developing uncertainty-aware computer vision models to improve accuracy and robustness in real-world deployments.",
        "Collaborating on end-to-end pipeline development to handle millions of images per day." 
      ]
    },
    {
      "name": "Michelin",
      "position": "Research Engineer (PhD Contract)",
      "url": "https://www.michelin.com/",
      "startDate": "2024.03",
      "endDate": "NOW",
      "summary": "Developing conformal and adaptive soft sensors for real-time quality prediction in multistage industrial processes.",
      "highlights": [
        "Supervised by <a href=\"https://www.linkedin.com/in/desroziers/\">Dr. Sylvain Desroziers</a>, <a href=\"https://www.linkedin.com/in/moreaudmaxime/\">Dr. Maxime Moreaud</a>, and <a href=\"https://www.linkedin.com/in/guillaume-ramelet-7696081/\">Guillaume Ramelet</a>.",
        "Developed <a href=\\>torchsom </a>, a reference PyTorch library for Self-Organizing Maps.", 
        "Designing and implementing online strategies for online quality monitoring.",
        "Building uncertainty quantification methods, conformal prediction-based, applied to online and realt-time settings."
      ]
    },
    {
      "name": "Adaptive & Intelligent Robotics Lab (AIRL)",
      "position": "Research Assistant (ML & Optimization)",
      "url": "https://www.imperial.ac.uk/adaptive-intelligent-robotics/",
      "startDate": "2023.04",
      "endDate": "2023.09",
      "summary": "Model-based uncertainty quantification for quality-diversity optimization in robotic environments.",
      "highlights": [
        "Supervised by <a href=\"https://www.imperial.ac.uk/people/a.cully\">Pr. Antoine Cully</a>.",
        "Improved data efficiency and noise robustness of MAP-Elites by incorporating a probabilistic model-based approach.",
        "Developed new metrics for assessing uncertainty quantification in quality-diversity algorithms and non-deterministic environments."
      ]
    },
    {
      "name": "Centre National de la Recherche Scientifique (CNRS)",
      "position": "Research Intern (ML & Neuroscience)",
      "url": "https://cerco.cnrs.fr/",
      "startDate": "2022.05",
      "endDate": "2022.08",
      "summary": "Detection of pathological oscillations in epilepsy using signal processing and convolutional neural networks.",
      "highlights": [
        "Supervised by <a href=\"https://www.linkedin.com/in/ludovic-gardy/\">Dr. Ludovic Gardy</a>, <a href=\"https://www.linkedin.com/in/christophe-hurter-2514393/\">Pr. Christophe Hurter</a>, and <a href=\"https://www.linkedin.com/in/emmanuel-barbeau-153b151b9/\">Pr. Emmanuel Barbeau</a>.",
        "Accelerated signal and image processing pipelines by 15% through Cython optimization for faster analysis of pathological oscillations in epilepsy.",
        "Engineered 7 NoSQL databases to manage and analyze large-scale EEG data at both macro and micro scales, improving data accessibility and query performance.",
        "Enhanced classification model performance by 5% through systematic fine-tuning and hyperparameter optimization.",
        "Leveraged Grad-CAM to improve model explainability, ensuring predictions aligned with underlying neurophysiological biomarkers."
      ]
    },
    {
      "name": "EuroMoov Digital Health in Motion (DHM)",
      "position": "Research Assistant (ML & CV)",
      "url": "https://dhm.euromov.eu/",
      "startDate": "2022.01",
      "endDate": "2022.04",
      "summary": "Design of an image filter for narrow contour detection and multi-scale adaptation using machine learning.",
      "highlights": [
        "Supervised by <a href=\"https://cv.hal.science/baptiste-magnier\">Pr. Baptiste Magnier</a> and <a href=\"https://www.researchgate.net/scientific-contributions/Binbin-Xu-2190252279\">Pr. Binbin Xu</a>.",
        "Developed a novel 2D filter for detecting adjacent and multi-scale ridges in images, leading to a publication in IEEE ICASSP 2023.",
        "Implemented and benchmarked state-of-the-art edge detection models (e.g., DexiNed, RCF) as part of a comparative analysis for contour detection."
      ]
    }
  ],
  "education": [
    {
      "institution": "<i class=\"fa-solid fa-building-columns\"></i> École Polytechnique",
      "location": "Paris, FR",
      "url": "https://cmap.ip-paris.fr/",
      "area": "Applied Mathematics, Machine Learning, Research",
      "studyType": "PhD Candidate in Applied Mathematics and Machine Learning",
      "startDate": "2024", // 2024.03
      "endDate": "Now",
      // "score": "10",
      "courses": [
        "Under the supervision of <a href=\"https://www.linkedin.com/in/eric-moulines-61512860/\">Pr. Eric Moulines</a>, <a href=\"https://www.linkedin.com/in/ahmed-shokry-aa705075/\">Dr. Ahmed Shokry</a>, <a href=\"https://www.linkedin.com/in/desroziers/\">Dr. Sylvain Desroziers</a>, <a href=\"https://www.linkedin.com/in/moreaudmaxime/\">Dr. Maxime Moreaud</a>, and <a href=\"https://www.linkedin.com/in/guillaume-ramelet-7696081/\">Guillaume Ramelet</a>.",
        "Real-time Quality Prediction, Uncertainty Quantification, Unsupervised Learning, Data-driven Soft Sensing" 
      ]
    },
    {
      "institution": "<i class=\"fa-solid fa-building-columns\"></i> Imperial College London",
      "location": "London, UK",
      "url": "https://www.imperial.ac.uk/",
      "area": "Computer Science, Mathematics, Research",
      "studyType": "MSc Advanced Computing in Machine Learning",
      "startDate": "2022", // 2022.10
      "endDate": "2023", // 2023.10
      // "score": "Distinction",
      "courses": [
        "Diploma with merit (2:1), and thesis with distinction (1st).",
        "Research internship at the <a href=\"https://www.imperial.ac.uk/adaptive-intelligent-robotics/\">Adaptive & Intelligent Robotics Lab (AIRL)</a>, under the supervision of <a href=\"https://www.imperial.ac.uk/people/a.cully\">Pr. Antoine Cully</a>.",
        "Machine & Deep Learning, Reinforcement Learning, Computer Vision, Natural Language Processing, Mathematics for Machine Learning, Computational Finance, Robot Learning."
      ]
    },
    {
      "institution": "<i class=\"fa-solid fa-building-columns\"></i> IMT Mines Alès",
      "location": "Alès, FR",
      "url": "https://www.imt-mines-ales.fr/",
      "area": "Mathematics, Data Science, Research",
      "studyType": "Diplôme d'Ingénieur - MSc Artificial Intelligence & Data Science",
      "startDate": "2020", // 2020.09
      "endDate": "2023", // 2023.09
      // "score": "Distinction",
      "courses": [
        "First class honours with jury's congratulations",
        "Ranked 2nd in CS & AI department, top 5% of the class",
        "Research internship at the <a href=\"https://cerco.cnrs.fr/\">Centre National de la Recherche Scientifique (CNRS)</a>, under the supervision of <a href=\"https://www.linkedin.com/in/ludovic-gardy/\">Dr. Ludovic Gardy</a>, <a href=\"https://www.linkedin.com/in/christophe-hurter-2514393/\">Pr. Christophe Hurter</a> and <a href=\"https://www.linkedin.com/in/emmanuel-barbeau-153b151b9/\">Pr. Emmanuel Barbeau</a>.",
        "Advanced Probabilities & Statistics, Operational Research, Algorithms & Complexity, Machine & Deep Learning, Software Engineering"
      ]
    }
  ],
  "skills": [
    {
      "name": "Programming & Scripting",
      "level": "Expert",
      "icon": "fa-solid fa-code",
      "keywords": [
        "Python, Cython",
        "SQL, NoSQL",
        "LaTeX, Markdown",
        "Bash, Shell"
      ]
    },
    {
      "name": "ML/DL Frameworks",
      "level": "Master",
      "icon": "fa-solid fa-gears",
      "keywords": [
        "PyTorch, JAX, TensorFlow",
        "Scikit-learn",
        "OpenCV, PIL"
      ]
    },
    {
      "name": "Scientific Computing & Data",
      "level": "Expert",
      "icon": "fa-solid fa-chart-line",
      "keywords": [
        "NumPy, Pandas, Polars",
        "SciPy, Matplotlib, Seaborn",
        "Streamlit"
      ]
    },
    {
      "name": "MLOps & DevOps",
      "level": "Master",
      "icon": "fa-solid fa-infinity", //server
      "keywords": [
        "Git, GitHub/GitLab CI/CD",
        "Docker, Singularity",
        "Kubernetes",
        "Azure ML, SkyPilot"
      ]
    },
    {
      "name": "Monitoring & Development Tools",
      "level": "Advanced",
      "icon": "fa-solid fa-chart-bar",
      "keywords": [
        "Weights & Biases",
        "Pytest, Unittest",
        "Grafana"
      ]
    },
    {
      "name": "High-Performance Computing",
      "level": "Advanced",
      "icon": "fa-solid fa-bolt",
      "keywords": [
        "Triton",
        "SLURM",
        "Faiss"
      ]
    }
  ],
  "references": [
    {
      "name": "<a href=\"https://www.sachahu.com/\">Sacha Hu</a>",
      "icon": "fa-solid fa-industry",
      "reference": "<i class=\"fa-solid fa-envelope\"></i> name at augmodo dot com <br></br> <i class=\"fa-solid fa-user-tie\"></i> Senior Computer Vision Scientist at Augmodo. <br></br> <i class=\"fa-solid fa-file-lines\"></i> Co-supervised my research on open world computer vision pipelines for real-world deployments in retail."
    },
    {
      "name": "<a href=\"https://www.linkedin.com/in/eric-moulines-61512860/\">Pr. Eric Moulines</a>",
      "icon": "fa-solid fa-building-columns",
      "reference": "<i class=\"fa-solid fa-envelope\"></i> name dot surname at polytechnique dot edu <br></br> <i class=\"fa-solid fa-user-tie\"></i> Professor at École Polytechnique and MBZUAI. <br></br> Member of the French Academy of Sciences. <br></br> <i class=\"fa-solid fa-file-lines\"></i> Co-supervised my PhD thesis on conformal and adaptive soft sensors for real-time quality prediction in multistage industrial processes."
      // on conformal and adaptive soft sensors for rubber production line quality monitoring
      // data-driven soft sensing for real-time quality prediction in multistage industrial processes
      // conformal and adaptive soft sensors for real-time quality prediction in multistage industrial processes
    },
    {
      "name": "<a href=\"https://www.linkedin.com/in/ahmed-shokry-aa705075/\">Dr. Ahmed Shokry</a>",
      "icon": "fa-solid fa-building-columns",
      "reference": "<i class=\"fa-solid fa-envelope\"></i> name dot surname at polytechnique dot edu <br></br> <i class=\"fa-solid fa-user-tie\"></i> Senior Research Engineer at École Polytechnique. <br></br> <i class=\"fa-solid fa-file-lines\"></i> Co-supervised my PhD thesis on conformal and adaptive soft sensors for real-time quality prediction in multistage industrial processes."
    },
    {
      "name": "<a href=\"https://www.linkedin.com/in/desroziers/\">Dr. Sylvain Desroziers</a>",
      "icon": "fa-solid fa-industry",
      "reference": "<i class=\"fa-solid fa-envelope\"></i> name dot surname at michelin dot com <br></br> <i class=\"fa-solid fa-user-tie\"></i> Manager of the Michelin I4.0 Explore team, and Fellow AI at Michelin. <br></br> <i class=\"fa-solid fa-file-lines\"></i> Co-supervised my PhD thesis on conformal and adaptive soft sensors for real-time quality prediction in multistage industrial processes."
    },
    {
      "name": "<a href=\"https://www.linkedin.com/in/moreaudmaxime/\">Dr. Maxime Moreaud</a>",
      "icon": "fa-solid fa-industry",
      "reference": "<i class=\"fa-solid fa-envelope\"></i> name dot surname at michelin dot com <br></br> <i class=\"fa-solid fa-user-tie\"></i> Principal Data Scientist at Michelin. <br></br> <i class=\"fa-solid fa-file-lines\"></i> Co-supervised my PhD thesis on conformal and adaptive soft sensors for real-time quality prediction in multistage industrial processes."
    },
    {
      "name": "<a href=\"https://www.linkedin.com/in/antoine-cully-3a4a36163/\">Pr. Antoine Cully</a>",
      "icon": "fa-solid fa-building-columns",
      "reference": "<i class=\"fa-solid fa-envelope\"></i> a dot surname at imperial dot ac dot uk <br></br> <i class=\"fa-solid fa-user-tie\"></i> Professor at Imperial College London, and Director of the Adaptive & Intelligent Robotics Lab (AIRL). <br></br> <i class=\"fa-solid fa-file-lines\"></i> Supervised my independent research project and my MSc research internship on quality-diversity optimization."
    },
    {
      "name": "<a href=\"https://www.linkedin.com/in/ludovic-gardy/\">Dr. Ludovic Gardy</a>",
      "icon": "fa-solid fa-industry",
      "reference": "<i class=\"fa-solid fa-envelope\"></i> name dot g at sotisai dot com <br></br> <i class=\"fa-solid fa-user-tie\"></i> Senior Data Scientist (Freelance), previously Research Engineer at CNRS. <br></br> <i class=\"fa-solid fa-file-lines\"></i> Co-supervised my MSc research internship on ML-based pathological oscillations detection in epilepsy."
    }
  ],
  "awards": [
    {
      "title": "MT180 Public Award (€100)",
      "date": "2025",
      "awarder": "Institut Polytechnique de Paris",
      "url": "https://www.youtube.com/watch?v=VjbWHeqfhMk",
      "summary": "Public award received during the MT180 presentation at IP Paris."
    },
    {
      "title": "Best PhD Poster Award (€500)",
      "date": "2024",
      "awarder": "Institut Polytechnique de Paris",
      "summary": "Best poster distinction at the Institut Polytechnique de Paris."
    },
    {
      "title": "Winner — Manufacturing IT Hackathon AI’NNOV (€500)",
      "date": "2024",
      "awarder": "Michelin",
      "summary": "First place at the AI’NNOV Manufacturing IT Hackathon."
    },
    // {
    //   "title": "Master Thesis with Distinction (1st)",
    //   "date": "2023",
    //   "awarder": "Imperial College London",
    //   "summary": "Master thesis awarded distinction (1st). Proposal for a PhD in the AIRL laboratory under the supervision of Pr. Antoine Cully."
    // },
    // {
    //   "title": "Master of Science with Merit (2:1)",
    //   "date": "2023",
    //   "awarder": "Imperial College London",
    //   "summary": "MSc Advanced Computing conferred with Merit (2:1)."
    // },
    // {
    //   "title": "Diplôme d’ingénieur with First Class Honours (1st)",
    //   "date": "2023",
    //   "awarder": "IMT Mines Alès",
    //   "summary": "Jury’s congratulations; ranked 2nd in the CS & AI department and in the top 5% of the class."
    // },
    {
      "title": "International Mobility Scholarship (€4000)",
      "date": "2022",
      "awarder": "Région Occitanie",
      "summary": "Scholarship supporting international academic mobility."
    },
    {
      "title": "Alumni Scholarship (€1300)",
      "date": "2022",
      "awarder": "Mines Alès Alumni",
      "summary": "Merit-based scholarship from the Mines Alès alumni association."
    },
    {
      "title": "Excellence Scholarship (€4000)",
      "date": "2022",
      "awarder": "IMT Mines Alès",
      "summary": "Academic excellence scholarship."
    },
    {
      "title": "Creativity Laureate — Communication & Media (€80)",
      "date": "2021",
      "awarder": "Cora Hypermarket",
      "summary": "Creativity laureate for a Communication & Media competition."
    }
    // {
    //   "title": "French Scientific Baccalaureate with High Honors",
    //   "date": "2018",
    //   "awarder": "Lycée Saint-Exupéry",
    //   "summary": "Highschool project selected for the Engineering Sciences Olympiad."
    // }
  ],
  "volunteer": [
    {
      "organization": "University",
      "location": "FR & UK",
      "position": "Handball Player",
      "startDate": "2020.10",
      "endDate": "2023.11",
      // "summary": "Lead organizer for the New York City branch of the People's Climate March, the largest climate march in history.",
      "highlights": [
        "Achieved 3rd place in the highest national university league (BUCS, UK).",
        "Achieved 4th place in the highest national university league (FFSU, France).",
        "Winner of the 49th Challenge Centrale Lyon",
        "Winner of the 19th TRAMS"
      ]
    },
    {
      "organization": "Bureau des Sports (Sports Association)",
      "location": "Alès, France",
      "position": "Vice President",
      "url": "https://bdsminesales.fr/",
      "startDate": "2021.02",
      "endDate": "2022.04",
      "highlights": [
        "Led a 25-person team to manage 5 tournaments and oversee 20 sports",
        "Secured partnerships with major brands, including <a href=\"https://www.armorlux.com/\">Armor Lux</a> and <a href=\"https://www.tonyparker.com/\">Tony Parker</a>.",
        "Managed the association’s website and IT infrastructure."
      ]
    },
    {
      "organization": "EmaVisual (Photography & Video Association)",
      "location": "Alès, France",
      "position": "Vice President",
      "url": "https://www.instagram.com/emavisual/",
      "startDate": "2021.04",
      "endDate": "2022.04",
      "highlights": [
        "Led a team of 10 photographers to cover 25 university events.", 
        "Edited and produced multiple videos and over 10,000 photos."
      ]
    },
    {
      "organization": "Tsiky Zanaka (Humanitarian Association)",
      "location": "Alès, France",
      "position": "Tsikyst Volunteer",
      "url": "https://tsikyzanaka.org/",
      "startDate": "2020.10",
      "endDate": "2021.10",
      "highlights": [
        "Raised over €3500 to fund and support solidarity projects in Madagascar.",
        "Organized and participated in fundraising events, including cooking for 300 students."
      ]
    },
    {
      "organization": "EmaMix (DJs Association)",
      "location": "Alès, France",
      "position": "Disc Jockey",
      "url": "https://www.instagram.com/emamix_/?hl=fr",
      "startDate": "2020.09",
      "endDate": "2021.09",
      "highlights": [
        "Provided music and technical support for student events and gatherings."
      ]
    },
    {
      "organization": "Trophée Orlandini (Rugby Tournament Association)",
      "location": "Alès, France",
      "position": "Logistics Volunteer",
      "url": "https://www.instagram.com/trophee_orlandini/",
      "startDate": "2020.09",
      "endDate": "2020.10",
      "highlights": [
        "Prepared event logistics and setup for a multi-school rugby tournament."
      ]
    },
    {
      "organization": "Modelling Contest | Socute Models",
      "location": "Toulouse, France",
      "position": "Contestant",
      "startDate": "2019",
      "endDate": "2020",
      "highlights": [
        "Twice finalist in a male modelling contest."
      ]
    }
  ],
  "languages": [
    {
      "language": "French",
      "fluency": "Native",
      "icon": "flag-icon flag-icon-fr"
    },
    {
      "language": "English",
      "fluency": "Fluent",
      "icon": "flag-icon flag-icon-gb"
    },
    {
      "language": "Spanish",
      "fluency": "Professional",
      "icon": "flag-icon flag-icon-es"
    }
  ],
  "interests": [
    
    {
      "name": "Machine Learning Research",
      "icon": "fa-solid fa-brain",
      "keywords": [
        "Uncertainty Quantification",
        "Diffusion Models",
        "Explainability",
        "Unsupervised Learning",
        "Multimodal AI"
      ]
    },
    {
      "name": "Entrepreneurship & Finance",
      "icon": "fa-solid fa-coins",
      "keywords": [
        "Investments",
        "Building & Shipping",
        "Podcasts",
        "Creator Economy"
      ]
    },
    {
      "name": "Sports",
      "icon": "fa-solid fa-dumbbell",
      "keywords": [
        "NBA",
        "MMA",
        "Musculation",
        "Natation",
        "E-sport",
        "Rugby",
        "Handball"
      ]
    }
  ]
  // // "projects": [
  // //   {
  // //     "name": "Quantum Computing",
  // //     "summary": "Quantum computing is the use of quantum-mechanical phenomena such as superposition and entanglement to perform computation. Computers that perform quantum computations are known as quantum computers.",
  // //     "highlights": ["Quantum Teleportation", "Quantum Cryptography"],
  // //     "startDate": "2018-01-01",
  // //     "endDate": "2018-01-01",
  // //     "url": "https://example.com"
  // //   }
  // // ]
  // // "certificates": [
  // //   {
  // //     "name": "Machine Learning",
  // //     "date": "2018-01-01",
  // //     "issuer": "Stanford University",
  // //     "url": "https://example.com",
  // //     "icon": "fa-solid fa-location-dot"
  // //   },
  // //   {
  // //     "name": "Quantum Teleportation",
  // //     "date": "2018-01-01",
  // //     "issuer": "Stanford University",
  // //     "url": "https://example.com",
  // //     "icon": "fa-solid fa-clipboard-check"
  // //   }
  // // ],
  // // "publications": [
  // //   {
  // //     "name": "Zur Elektrody/namik bewegter Körper",
  // //     "publisher": "Annalen der Physik",
  // //     "releaseDate": "1905-06-30",
  // //     "url": "https://en.wikisource.org/wiki/Translation:On_the_Electrodynamics_of_Moving_Bodies",
  // //     "summary": "It concerned an interpretation of the Michelson–Morley experiment and the properties of light and time. Special relativity incorporates the principle that the speed of light is the same for all inertial observers regardless of the state of motion of the source."
  // //   },
  // //   {
  // //     "name": "Die Grundlage der allgemeinen Relativitätstheorie",
  // //     "publisher": "Annalen der Physik",
  // //     "releaseDate": "1916-03-20",
  // //     "url": "https://de.wikisource.org/wiki/Die_Grundlage_der_allgemeinen_Relativitätstheorie",
  // //     "summary": "The publication of the theory of general relativity made him internationally famous. He was professor of physics at the universities of Zurich (1909–1911) and Prague (1911–1912), before he returned to ETH Zurich (1912–1914)."
  // //   }
  // // ],
}