{ "profile": { "full_name": "Melvine LECLERC", "headline": "Data Strategy & D\u00e9marche Data Product", "headline_en": "Data Strategy & Data Product Approach", "bio": "Consultant en Strat\u00e9gie Data, Cadrage et Product Management, je me sp\u00e9cialise dans le pilotage de transformations num\u00e9riques au sein d'environnements \u00e0 haute criticit\u00e9 (D\u00e9fense, \u00c9nergie, Finance). Dipl\u00f4m\u00e9 de l'EDHEC Business School, je combine une vision business strat\u00e9gique avec une ma\u00eetrise technico-fonctionnelle des architectures de donn\u00e9es modernes comme l'IA G\u00e9n\u00e9rative et les syst\u00e8mes RAG. Mon parcours est marqu\u00e9 par des interventions critiques, notamment le cadrage du SI logistique d'une ligne de produit majeure pour la d\u00e9fense internationale, ainsi que la conduite d'audits strat\u00e9giques. Ma d\u00e9marche 'Data Product' vise \u00e0 transformer la technologie en levier de profitabilit\u00e9 et de s\u00e9curit\u00e9 pour les grandes organisations.", "bio_en": "Consultant in Data Strategy, Scoping, and Product Management, I specialize in steering digital transformations within high-criticality environments (Defense, Energy, Finance). Graduated from EDHEC Business School, I combine a strategic business vision with technical and functional mastery of modern data architectures such as Generative AI and RAG systems. My career is highlighted by critical interventions, notably the scoping of the logistics IS for a major international defense product line, as well as conducting strategic audits. My 'Data Product' approach aims to turn technology into a lever for profitability and security for large organizations.", "email": "melvine.leclerc@gmail.com", "social_links": { "github": "https://github.com/melmouth", "linkedin": "https://www.linkedin.com/in/melvine-leclerc-0362a7216" }, "profile_picture": "/logos/profile.png", "current_job": { "company": "mc2i", "role": "Consultant IT System Strategy - Cadrage SI", "role_en": "IT System Strategy Consultant - IS Scoping", "logo_url": "/logos/mc2i.png" }, "education": [ { "school": "EDHEC Business School", "degree": "Programme Grande \u00c9cole / MsC in Data Analytics & Artificial Intelligence", "degree_en": "Master in Management / MsC in Data Analytics & Artificial Intelligence", "year": "2023", "logo_url": "/logos/edhec.png" } ], "certifications": [ { "name": "ITIL v4 Foundation", "name_en": "ITIL v4 Foundation", "issuer": "ITIL", "year": "2024" }, { "name": "TOEIC 945", "name_en": "TOEIC 945", "issuer": "ETS", "year": "2024" } ], "languages": [ { "name": "Fran\u00e7ais", "name_en": "French", "level": "Langue maternelle", "level_en": "Native language" }, { "name": "Anglais", "name_en": "English", "level": "Courant / Professionnel (C1)", "level_en": "Fluent / Professional (C1)" } ], "tabs": [ { "id": "presentation", "label": "Pr\u00e9sentation", "label_en": "Overview" }, { "id": "experiences", "label": "Mon Parcours", "label_en": "Experience" }, { "id": "projects", "label": "Mes R\u00e9alisations", "label_en": "Projects" } ] }, "projects": [ { "id": "deimos_quant_platform", "date": "2025", "title": "DEIMOS - Terminal Quantitatif & Trading Temps R\u00e9el", "title_en": "DEIMOS - Quantitative Terminal & Real-Time Trading", "description": "Conception et d\u00e9veloppement Full Stack d'un terminal de march\u00e9 haute performance (60 FPS), int\u00e9grant des flux WebSockets live, des Web Workers pour l'analyse technique, et un moteur d'optimisation param\u00e9trique.", "description_en": "Full Stack design and development of a high-performance market terminal (60 FPS), integrating live WebSocket feeds, Web Workers for technical analysis, and a parametric optimization engine.", "long_description": "DEIMOS est une plateforme quantitative con\u00e7ue pour rivaliser avec les standards des terminaux institutionnels. L'enjeu majeur de ce projet r\u00e9side dans la gestion de la haute fr\u00e9quence et le maintien absolu de la fluidit\u00e9 de l'interface (60 FPS) lors de l'ingestion de flux de prix en direct.\n\n![Terminal de Trading et Flux Live](/logos/deimos_live_trading.gif)\n*Interface r\u00e9active avec flux WebSockets live et gestion du P&L (Portfolio Management) en direct.*\n\n**Architecture Backend (Asynchrone & Concurrence)**\nLe c\u0153ur du syst\u00e8me est motoris\u00e9 par FastAPI et Uvicorn. Pour r\u00e9soudre le probl\u00e8me des verrous d'\u00e9criture lors du streaming de donn\u00e9es WebSocket, la base de donn\u00e9es SQLite impl\u00e9mente une architecture SST (Single Source of Truth) configur\u00e9e avec le pragma `journal_mode=WAL` (Write-Ahead Logging). Cela permet des lectures et \u00e9critures non bloquantes, essentielles pour un flux de march\u00e9 ininterrompu.\n\n![Performance et Web Workers](/logos/deimos_demo_60fps.gif)\n*Fluidit\u00e9 absolue \u00e0 60 FPS maintenue gr\u00e2ce au d\u00e9chargement des calculs vectoriels sur Web Workers.*\n\n**Architecture Frontend (Heavy Client & Off-Thread Computing)**\nL'interface en React/Vite s'appuie sur `lightweight-charts` pour le rendu canvas. La v\u00e9ritable innovation r\u00e9side dans le d\u00e9chargement du thread principal (V8) : l'int\u00e9gralit\u00e9 de la lourde charge math\u00e9matique (calcul vectoriel de 19 indicateurs sur des milliers de bougies) est isol\u00e9e dans des Web Workers d\u00e9di\u00e9s (`calculation.worker.js`). \n\n![Optimisation Param\u00e9trique Smart A.I.](/logos/deimos_smart_optimize.gif)\n*Ajustement algorithmique automatique des param\u00e8tres d'indicateurs via le moteur d'optimisation.*\n\n**Moteur d'Optimisation (Smart A.I.)**\nDEIMOS int\u00e8gre un module de 'Shadow Back Compute' capable de brute-forcer les meilleurs param\u00e8tres d'un indicateur sur un actif donn\u00e9 (ex: trouver la p\u00e9riode EMA optimale pour obtenir 85% de win-rate sur un an).", "long_description_en": "DEIMOS is a quantitative platform designed to compete with institutional terminal standards. The major challenge of this project lies in high-frequency management and maintaining absolute interface fluidity (60 FPS) during live price feed ingestion.\n\n![Trading Terminal and Live Feeds](/logos/deimos_live_trading.gif)\n*Responsive interface with live WebSocket feeds and real-time P&L (Portfolio Management).*\n\n**Backend Architecture (Asynchronous & Concurrency)**\nThe core of the system is powered by FastAPI and Uvicorn. To solve write lock issues during WebSocket data streaming, the SQLite database implements a Single Source of Truth (SST) architecture configured with the `journal_mode=WAL` (Write-Ahead Logging) pragma. This allows non-blocking reads and writes, essential for an uninterrupted market feed.\n\n![Performance and Web Workers](/logos/deimos_demo_60fps.gif)\n*Absolute fluidity at 60 FPS maintained by offloading vector calculations to Web Workers.*\n\n**Frontend Architecture (Heavy Client & Off-Thread Computing)**\nThe React/Vite interface relies on `lightweight-charts` for canvas rendering. The real innovation lies in offloading the main thread (V8): the entirety of the heavy mathematical load (vector calculation of 19 indicators on thousands of candles) is isolated in dedicated Web Workers (`calculation.worker.js`).\n\n![Smart A.I. Parametric Optimization](/logos/deimos_smart_optimize.gif)\n*Automatic algorithmic adjustment of indicator parameters via the optimization engine.*\n\n**Optimization Engine (Smart A.I.)**\nDEIMOS integrates a 'Shadow Back Compute' module capable of brute-forcing the best parameters of an indicator on a given asset (e.g., finding the optimal EMA period to achieve an 85% win-rate over a year).", "tags": [ "Python (FastAPI)", "React (Vite)", "WebSockets", "Web Workers", "SQLite (WAL / SST)", "Quantitative Analysis", "Lightweight Charts", "Zustand State" ], "link": null, "github_url": "https://github.com/Melmouth/DTrade", "logo_url": "/logos/deimos.png", "context": "D\u00e9velopp\u00e9 pour r\u00e9pondre \u00e0 mes propres besoins de backtesting et de suivi de portefeuille, DEIMOS d\u00e9montre ma capacit\u00e9 \u00e0 ma\u00eetriser toute la cha\u00eene de valeur de la donn\u00e9e financi\u00e8re : de l'extraction asynchrone (YFinance) \u00e0 la restitution visuelle critique, en passant par le calcul algorithmique complexe et l'optimisation des performances c\u00f4t\u00e9 client.", "context_en": "Developed to meet my own backtesting and portfolio tracking needs, DEIMOS demonstrates my ability to master the entire financial data value chain: from asynchronous extraction (YFinance) to critical visual rendering, including complex algorithmic calculation and client-side performance optimization.", "detailed_activities": [ { "category": "Moteur Quantitatif & Biblioth\u00e8que d'Indicateurs", "category_en": "Quantitative Engine & Indicator Library", "items": [ "D\u00e9veloppement 'from scratch' de 19 indicateurs techniques vectoris\u00e9s en JavaScript pour l'ex\u00e9cution c\u00f4t\u00e9 client.", "Programmation d'indicateurs de Tendance (SMA, EMA, WMA, HMA, VWMA, DEMA, TEMA, ZLEMA, KAMA, McGinley Dynamic) et de Volatilit\u00e9 (Bollinger, Keltner, Donchian, Envelope, STARC).", "Architecture de calcul 'Resolution-Based Independence' (RBI) permettant de projeter des m\u00e9triques macro (ex: Daily) sur des vues micro (ex: 1m)." ], "items_en": [ "From-scratch development of 19 vectorized technical indicators in JavaScript for client-side execution.", "Programming of Trend indicators (SMA, EMA, WMA, HMA, VWMA, DEMA, TEMA, ZLEMA, KAMA, McGinley Dynamic) and Volatility indicators (Bollinger, Keltner, Donchian, Envelope, STARC).", "'Resolution-Based Independence' (RBI) calculation architecture allowing macro metrics (e.g., Daily) to be projected onto micro views (e.g., 1m)." ] }, { "category": "Data Streaming & Performance (60 FPS)", "category_en": "Data Streaming & Performance (60 FPS)", "items": [ "Impl\u00e9mentation d'une flotte de Web Workers pour isoler le calcul des tableaux math\u00e9matiques, pr\u00e9venant tout 'UI Freeze' lors de l'application d'indicateurs lourds.", "Cr\u00e9ation d'un gestionnaire de WebSockets broadcastant les 'Ticks' de prix en temps r\u00e9el sur des canaux sp\u00e9cifiques et globaux.", "Synchronisation intelligente de l'\u00e9tat (Zustand) \u00e9vitant la reconstruction compl\u00e8te de l'arbre DOM \u00e0 chaque variation de prix (Flicker-free updates)." ], "items_en": [ "Implementation of a Web Worker fleet to isolate mathematical array calculations, preventing any 'UI Freeze' when applying heavy indicators.", "Creation of a WebSocket manager broadcasting real-time price 'Ticks' on specific and global channels.", "Smart state synchronization (Zustand) avoiding the complete reconstruction of the DOM tree with each price variation (Flicker-free updates)." ] }, { "category": "Portfolio Management System (DPMS) & Smart Features", "category_en": "Portfolio Management System (DPMS) & Smart Features", "items": [ "D\u00e9veloppement d'un simulateur de portefeuille temps r\u00e9el : calcul de l'Equity, de l'Unrealized P&L et gestion du Cash Flow dynamiquement index\u00e9 sur le flux WebSocket.", "Conception d'une API d'optimisation param\u00e9trique (Smart A.I.) d\u00e9terminant automatiquement les param\u00e8tres maximisant l'efficacit\u00e9 d'un indicateur.", "Syst\u00e8me de 'Watchlists' hi\u00e9rarchiques avec persistance SQLite asynchrone et mise \u00e0 jour des variations en background sync." ], "items_en": [ "Development of a real-time portfolio simulator: calculation of Equity, Unrealized P&L, and Cash Flow management dynamically indexed on the WebSocket feed.", "Design of a parametric optimization API (Smart A.I.) automatically determining the parameters that maximize an indicator's efficiency.", "Hierarchical 'Watchlists' system with asynchronous SQLite persistence and background sync variation updates." ] } ] }, { "id": "master_thesis_ai_chatbots_2024", "date": "2024", "title": " Impact des Chatbots IA sur l'Exp\u00e9rience Client - M\u00e9moire de Master ", "title_en": " Impact of AI Chatbots on Customer Experience - Master's Thesis ", "description": "Analyse quantitative approfondie de l'impact des agents conversationnels sur l'engagement utilisateur et la satisfaction client dans le secteur B2C en France.", "description_en": "In-depth quantitative analysis of AI chatbots' impact on user engagement and customer satisfaction in the French B2C sector.", "long_description": "Ce m\u00e9moire de recherche explore le d\u00e9calage entre l'omnipr\u00e9sence technologique des chatbots IA et leur impact r\u00e9el sur l'exp\u00e9rience client (CX). \n\n**Cadre Th\u00e9orique & Conceptuel**\nL'\u00e9tude s'appuie sur la **Th\u00e9orie Bifactorielle de Herzberg** pour distinguer les facteurs d'hygi\u00e8ne (comme la rapidit\u00e9) des facteurs de motivation (efficacit\u00e9, confiance). Elle mobilise \u00e9galement les mod\u00e8les d'acceptation technologique (TAM/UTAUT) pour \u00e9valuer l'utilit\u00e9 et la facilit\u00e9 d'usage per\u00e7ues .\n\n**R\u00e9sultats Majeurs**\nLes analyses d\u00e9montrent que la rapidit\u00e9 est per\u00e7ue comme un pr\u00e9requis (hygi\u00e8ne) n'augmentant pas la satisfaction, tandis que l'efficacit\u00e9 de r\u00e9solution est le levier principal de recommandation. L'\u00e9tude r\u00e9v\u00e8le \u00e9galement une forte d\u00e9pendance au contexte, la pr\u00e9f\u00e9rence pour l'humain restant massive d\u00e8s que la complexit\u00e9 de la t\u00e2che augmente.", "long_description_en": "This research thesis explores the gap between the technological omnipresence of AI chatbots and their actual impact on customer experience (CX). \n\n**Theoretical & Conceptual Framework**\nThe study uses **Herzberg's Two-Factor Theory** to distinguish between hygiene factors (such as speed) and motivators (efficiency, trust). It also employs technology acceptance models (TAM/UTAUT) to assess perceived usefulness and ease of use.\n\n**Key Findings**\nThe analysis demonstrates that speed is perceived as a prerequisite (hygiene) that does not increase satisfaction, while resolution efficiency is the main driver of recommendation. The study also reveals a strong context dependency, with a massive preference for human agents as task complexity increases.", "tags": [ "Artificial Intelligence", "Quantitative Analysis", "Python (Pandas/SciPy)", "Customer Experience (CX)", "AI Chatbots", "Inferential Statistics", "B2C Strategy" ], "link": "https://drive.google.com/uc?export=download&id=1OpynjOuZBv6JpETx4SshGkFI_Sj58F0K", "github_url": null, "logo_url": "/logos/master_thesis.png", "context": "Travail de recherche acad\u00e9mique finalis\u00e9 en avril 2024, bas\u00e9 sur une enqu\u00eate quantitative aupr\u00e8s de 98 r\u00e9pondants et une analyse statistique rigoureuse sous Python.", "context_en": "Academic research project completed in April 2024, based on a quantitative survey of 98 respondents and rigorous statistical analysis using Python.", "detailed_activities": [ { "category": "M\u00e9thodologie & Collecte de Donn\u00e9es", "category_en": "Methodology & Data Collection", "items": [ "Conception et diffusion d'un questionnaire psychom\u00e9trique via Qualtrics (N=98).", "Op\u00e9rationnalisation des variables : engagement (cognitif, affectif, comportemental) et dimensions de la CX.", "Nettoyage et pr\u00e9paration des donn\u00e9es (Data Cleaning) avec la biblioth\u00e8que Pandas." ], "items_en": [ "Design and distribution of a psychometric survey via Qualtrics (N=98).", "Operationalization of variables: engagement (cognitive, affective, behavioral) and CX dimensions.", "Data cleaning and preparation using the Pandas library." ] }, { "category": "Analyse Statistique & Mod\u00e9lisation", "category_en": "Statistical Analysis & Modeling", "items": [ "R\u00e9alisation de r\u00e9gressions lin\u00e9aires et logistiques pour tester les hypoth\u00e8ses d'influence sur la satisfaction et la fid\u00e9lit\u00e9.", "Analyse de m\u00e9diation (Baron & Kenny) pour valider le r\u00f4le central de la satisfaction entre performance et recommandation.", "Tests de comparaison de moyennes (Welch) et de proportions (McNemar) pour \u00e9valuer l'impact de la complexit\u00e9 des t\u00e2ches." ], "items_en": [ "Performed linear and logistic regressions to test hypotheses regarding satisfaction and loyalty.", "Conducted mediation analysis (Baron & Kenny) to validate the central role of satisfaction between performance and recommendation.", "Applied mean comparison (Welch) and proportion (McNemar) tests to evaluate the impact of task complexity." ] } ] }, { "id": "perno_2022", "date": "2022", "title": "Le P\u00e8re No\u00ebl est-il un Rocker ? - Directeur de Production", "title_en": "Le P\u00e8re No\u00ebl est-il un Rocker ? - Production Director", "description": "Direction de production d'un festival de musique solidaire historique rassemblant 5000 festivaliers. Gestion d'une \u00e9quipe de 50 personnes et d'une flotte logistique complexe pour offrir des jouets \u00e0 3000 enfants d\u00e9favoris\u00e9s.", "description_en": "Production direction for a historic charity music festival gathering 5,000 attendees. Managed a team of 50 people and a complex logistics fleet to provide toys for 3,000 underprivileged children.", "long_description": "Le festival \u00ab Le P\u00e8re No\u00ebl est-il un Rocker ? \u00bb est un \u00e9v\u00e9nement caritatif majeur de la M\u00e9tropole Europ\u00e9enne de Lille (MEL) reposant sur un concept simple : 1 place de concert achet\u00e9e = 1 jouet offert = 1 enfant heureux.\n\n**Gestion Logistique et N\u00e9gociation Contractuelle**\nEn tant que Directeur de Production, l'enjeu principal \u00e9tait d'assurer la viabilit\u00e9, le financement et la s\u00e9curit\u00e9 de l'\u00e9v\u00e9nement. Cela a impliqu\u00e9 la n\u00e9gociation et la gestion de contrats critiques couvrant l'ensemble des besoins du festival : location et s\u00e9curisation des salles, catering pour les \u00e9quipes et artistes, location du backline, d\u00e9ploiement des dispositifs de s\u00e9curit\u00e9 et de secours, ainsi que les assurances \u00e9v\u00e9nementielles.\n\n**Management des \u00c9quipes et Coordination sur Site**\nLe bon d\u00e9roulement du festival reposait sur une organisation humaine millim\u00e9tr\u00e9e. J'ai encadr\u00e9 et dirig\u00e9 une \u00e9quipe de 50 staffeurs sur le terrain, assurant la r\u00e9partition des t\u00e2ches, la gestion des flux de public et la r\u00e9solution d'incidents en direct. Une flotte de 15 v\u00e9hicules (runners) a \u00e9t\u00e9 d\u00e9ploy\u00e9e et coordonn\u00e9e pour garantir les transferts des artistes, du mat\u00e9riel technique et des \u00e9quipes entre les gares, h\u00f4tels et salles de concert.\n\n**Gestion des Artistes et R\u00e9gie**\nAu-del\u00e0 de l'infrastructure globale, la dimension artistique n\u00e9cessitait un accompagnement continu des groupes programm\u00e9s. De l'accueil (hospitality) \u00e0 la gestion des fiches techniques (riders) en passant par la r\u00e9gie plateau, l'objectif \u00e9tait de fournir des conditions de performance optimales aux artistes tout en respectant les contraintes budg\u00e9taires strictes inh\u00e9rentes \u00e0 un festival associatif \u00e9tudiant.", "long_description_en": "The 'Le P\u00e8re No\u00ebl est-il un Rocker ?' festival is a major charity event in the European Metropolis of Lille (MEL) based on a simple concept: 1 concert ticket bought = 1 toy donated = 1 happy child.\n\n**Logistics Management and Contract Negotiation**\nAs Production Director, the main challenge was ensuring the viability, funding, and security of the event. This involved negotiating and managing critical contracts covering all festival needs: venue rental and securing, catering for crews and artists, backline rental, deployment of security and medical teams, as well as event insurance.\n\n**Team Management and On-Site Coordination**\nThe smooth running of the festival relied on meticulous human organization. I supervised and directed a team of 50 on-site staff members, ensuring task distribution, crowd flow management, and live incident resolution. A fleet of 15 vehicles (runners) was deployed and coordinated to guarantee the transfer of artists, technical equipment, and teams between train stations, hotels, and concert venues.\n\n**Artist Management and Stage Production**\nBeyond the global infrastructure, the artistic dimension required continuous support for the scheduled bands. From hospitality to managing technical riders and stage production, the objective was to provide optimal performance conditions for the artists while respecting the strict budget constraints inherent to a student charity festival.", "tags": [ "Direction de Production", "Logistique \u00c9v\u00e9nementielle", "Management d'\u00c9quipe", "N\u00e9gociation Contractuelle", "R\u00e9gie Artistique", "Gestion de Projet", "Associatif / Caritatif" ], "link": "https://www.leperenoelestilunrocker.fr/", "github_url": null, "logo_url": "/logos/perno.png", "context": "Engagement b\u00e9n\u00e9vole \u00e0 forte responsabilit\u00e9 au sein d'une association historique lilloise (vieille de plus de 30 ans). L'objectif de cette mission \u00e9tait double : d\u00e9livrer un \u00e9v\u00e9nement culturel et musical de haute qualit\u00e9 pour 5000 festivaliers tout en maximisant l'impact social, permettant au final la distribution de cadeaux de No\u00ebl \u00e0 3000 enfants issus des centres sociaux de la MEL.", "context_en": "High-responsibility volunteer commitment within a historic Lille-based association (over 30 years old). The objective of this mission was twofold: to deliver a high-quality cultural and musical event for 5,000 festival-goers while maximizing social impact, ultimately enabling the distribution of Christmas gifts to 3,000 children from social centers across the MEL.", "detailed_activities": [ { "category": "N\u00e9gociation & Gestion Contractuelle", "category_en": "Negotiation & Contract Management", "items": [ "N\u00e9gociation des devis et gestion des prestataires techniques et logistiques (Catering, Backline de sc\u00e8ne, location de la flotte de v\u00e9hicules).", "Contractualisation avec les salles de concert de la M\u00e9tropole Lilloise et gestion des assurances (Responsabilit\u00e9 Civile Organisateur).", "Mise en place et supervision des dispositifs de s\u00e9curit\u00e9 (agents) et de secours m\u00e9dicaux sur site, en stricte conformit\u00e9 avec les r\u00e9glementations." ], "items_en": [ "Negotiation of quotes and management of technical and logistics providers (Catering, Stage backline, vehicle fleet rental).", "Contracting with concert venues in the Lille Metropolis and insurance management (Organizer Civil Liability).", "Implementation and supervision of security (agents) and on-site medical protocols, in strict compliance with regulations." ] }, { "category": "Management des Op\u00e9rations & Logistique", "category_en": "Operations Management & Logistics", "items": [ "Recrutement, formation et supervision d'une \u00e9quipe de 50 staffeurs pour le bon fonctionnement et la fluidit\u00e9 des soir\u00e9es de festival.", "Cr\u00e9ation d'un planning de rotation et coordination en temps r\u00e9el d'une flotte de 15 runners v\u00e9hicul\u00e9s (d\u00e9placements urgents, transferts artistes/mat\u00e9riel).", "Supervision des plannings de montage (get-in) et de d\u00e9montage (load-out) des infrastructures sur les diff\u00e9rents sites de l'\u00e9v\u00e9nement." ], "items_en": [ "Recruitment, training, and supervision of a 50-person staff team to ensure the smooth running of festival nights.", "Creation of a rotation schedule and real-time coordination of a 15-vehicle runner fleet (urgent trips, artist/equipment transfers).", "Supervision of assembly (get-in) and disassembly (load-out) schedules for infrastructures across the various event sites." ] }, { "category": "Accueil Artistes & R\u00e9gie", "category_en": "Artist Hospitality & Stage Management", "items": [ "Analyse des fiches techniques (Riders) des artistes et adaptation du mat\u00e9riel en fonction des contraintes de chaque salle.", "Gestion globale de l'accueil, de l'h\u00e9bergement, du catering et des transferts des groupes de musique et de leur entourage.", "Coordination entre les \u00e9quipes artistiques et les \u00e9quipes techniques (ing\u00e9nieurs son et lumi\u00e8re) pour garantir la qualit\u00e9 optimale des concerts." ], "items_en": [ "Analysis of artists' technical riders and adaptation of equipment based on the constraints of each venue.", "Overall management of hospitality, accommodation, catering, and transfers for music bands and their entourage.", "Coordination between artistic and technical teams (sound and lighting engineers) to ensure optimal concert quality." ] } ] }, { "id": "portfolio_v2", "date": "2026", "title": "Portfolio Personnel - Architecture 'Data-as-Code'", "title_en": "Personal Portfolio - 'Data-as-Code' Architecture", "description": "D\u00e9veloppement d'une plateforme Full Stack pilot\u00e9e par la donn\u00e9e, illustrant une approche Single Source of Truth (SSOT).", "description_en": "Development of a data-driven Full Stack platform, illustrating a Single Source of Truth (SSOT) approach.", "long_description": "Ce projet est la concr\u00e9tisation technique de ma m\u00e9thodologie : traiter le contenu comme du code. L'architecture repose sur un monorepo d\u00e9coupl\u00e9 (FastAPI / React) o\u00f9 chaque exp\u00e9rience et projet est g\u00e9r\u00e9 comme une entit\u00e9 de donn\u00e9e structur\u00e9e, valid\u00e9e par des sch\u00e9mas rigoureux et servie via une API stateless.\n\n**Rigueur M\u00e9thodologique**\nL'ensemble du contenu est centralis\u00e9 dans une base de donn\u00e9es SQLite, hydrat\u00e9e dynamiquement \u00e0 partir de fichiers de configuration JSON. Cette approche garantit l'int\u00e9grit\u00e9 des donn\u00e9es et permet une scalabilit\u00e9 imm\u00e9diate du contenu sans modification du code source (Pattern SSOT).\n\n**Architecture Technique**\nLe backend FastAPI assure la validation automatique des donn\u00e9es via Pydantic, tandis que le frontend React (Vite) offre une interface Single Page Application (SPA) fluide. Le design system est volontairement minimaliste, inspir\u00e9 des environnements de d\u00e9veloppement (IDE), pour mettre en avant la clart\u00e9 et l'efficacit\u00e9 de l'information (Breathing UI).\n\n**D\u00e9ploiement & Industrialisation**\nL'infrastructure est orchestr\u00e9e via Vercel, faisant le pont entre les fonctions Python asynchrones et le build statique optimis\u00e9 du frontend. Le projet int\u00e8gre des patterns de d\u00e9veloppement avanc\u00e9s : custom hooks pour la gestion d'\u00e9tat, proxying API, et filtrage dynamique complexe.", "long_description_en": "This project is the technical embodiment of my methodology: treating content as code. The architecture relies on a decoupled monorepo (FastAPI / React) where each experience and project is managed as a structured data entity, validated by rigorous schemas, and served via a stateless API.\n\n**Methodological Rigor**\nAll content is centralized in an SQLite database, dynamically hydrated from JSON configuration files. This approach guarantees data integrity and allows immediate content scalability without modifying the source code (SSOT Pattern).\n\n**Technical Architecture**\nThe FastAPI backend ensures automatic data validation via Pydantic, while the React (Vite) frontend offers a seamless Single Page Application (SPA) interface. The design system is deliberately minimalist, inspired by Integrated Development Environments (IDEs), to emphasize clarity and information efficiency (Breathing UI).\n\n**Deployment & Industrialization**\nThe infrastructure is orchestrated via Vercel, bridging asynchronous Python functions and the optimized static frontend build. The project integrates advanced development patterns: custom hooks for state management, API proxying, and complex dynamic filtering.", "tags": [ "FastAPI", "React", "Data-as-Code", "Python", "SQLite", "Vite", "Architecture Stateless", "CI/CD Vercel" ], "github_url": null, "logo_url": "/logos/profile.png", "context": "Dans une d\u00e9marche de 'Personal Branding' orient\u00e9e Data Strategy, j'ai con\u00e7u ce portfolio pour d\u00e9montrer ma capacit\u00e9 \u00e0 industrialiser un produit num\u00e9rique de bout en bout, de la mod\u00e9lisation des donn\u00e9es \u00e0 l'exp\u00e9rience utilisateur finale.", "context_en": "In a 'Personal Branding' approach oriented towards Data Strategy, I designed this portfolio to demonstrate my ability to industrialize a digital product end-to-end, from data modeling to the final user experience.", "detailed_activities": [ { "category": "Architecture & Data Engineering", "category_en": "Architecture & Data Engineering", "items": [ "Mod\u00e9lisation de la base de donn\u00e9es SQLite et cr\u00e9ation de scripts d'auto-hydratation (init_db).", "Conception d'une API Stateless avec FastAPI et validation de sch\u00e9ma via Pydantic.", "Mise en place d'une architecture Single Source of Truth (SSOT) via fichiers JSON structur\u00e9s." ], "items_en": [ "Modeling of the SQLite database and creation of auto-hydration scripts (init_db).", "Design of a Stateless API with FastAPI and schema validation via Pydantic.", "Implementation of a Single Source of Truth (SSOT) architecture via structured JSON files." ] }, { "category": "Frontend Engineering & UX", "category_en": "Frontend Engineering & UX", "items": [ "D\u00e9veloppement d'une SPA sous React avec une gestion d'\u00e9tat centralis\u00e9e par Custom Hooks (usePortfolioData).", "Cr\u00e9ation d'un Design System 'IDE-inspired' (JetBrains Mono, Inter) avec support natif du mode sombre.", "Impl\u00e9mentation d'un moteur de filtrage dynamique transverse bas\u00e9 sur les tags et les comp\u00e9tences." ], "items_en": [ "Development of a React SPA with centralized state management via Custom Hooks (usePortfolioData).", "Creation of an 'IDE-inspired' Design System (JetBrains Mono, Inter) with native dark mode support.", "Implementation of a cross-functional dynamic filtering engine based on tags and skills." ] }, { "category": "DevOps & D\u00e9ploiement", "category_en": "DevOps & Deployment", "items": [ "Configuration du routing Vercel pour l'orchestration multilangage (Python/Node.js).", "Mise en place d'un workflow de d\u00e9veloppement rigoureux avec proxying API et rechargement \u00e0 chaud.", "Optimisation des performances (Vite, bundling) et de l'accessibilit\u00e9 web." ], "items_en": [ "Configuration of Vercel routing for multi-language orchestration (Python/Node.js).", "Implementation of a rigorous development workflow with API proxying and hot reloading.", "Optimization of performance (Vite, bundling) and web accessibility." ] } ] }, { "id": "titan_quant_os", "date": "2023", "title": "TITAN - Syst\u00e8me Quantitatif & Trend Following", "title_en": "TITAN - Quantitative System & Trend Following", "description": "D\u00e9veloppement d'un algorithme de trading syst\u00e9matique avec moteur de backtest vectoriel, interface de suivi Streamlit et alerting Telegram.", "description_en": "Development of a systematic trading algorithm featuring a vectorized backtesting engine, Streamlit tracking interface, and Telegram alerting.", "long_description": "TITAN (it\u00e9ration V17) est un syst\u00e8me de trading algorithmique con\u00e7u pour syst\u00e9matiser une strat\u00e9gie de suivi de tendance (Trend Following). Le projet int\u00e8gre le calcul des signaux, la gestion de l'exposition et le monitoring du portefeuille.\n\n![Aper\u00e7u du Dashboard TITAN](/logos/titan_dashboard.png)\n*Interface de suivi d\u00e9velopp\u00e9e avec Streamlit et stylis\u00e9e en CSS.*\n\n**Logique d'investissement**\nLa strat\u00e9gie repose sur l'exploitation de l'autocorr\u00e9lation (Momentum) des s\u00e9ries temporelles. L'algorithme ajuste dynamiquement l'exposition sur des ETF \u00e0 levier en s'appuyant sur des filtres de r\u00e9gime de march\u00e9 (moyennes mobiles, pente stochastique, volatilit\u00e9).\n\n**Moteur de backtest**\nLe script de simulation, d\u00e9velopp\u00e9 en Python (Pandas/NumPy), mod\u00e9lise le comportement historique d'actifs. Il int\u00e8gre notamment la reconstruction math\u00e9matique des ETF \u00e0 levier pour \u00e9valuer pr\u00e9cis\u00e9ment l'impact du Beta Decay, du spread et des taux d'int\u00e9r\u00eat (^IRX).\n\n![Analyse des performances](/logos/titan_analytics.gif)\n*Visualisation de l'Equity Curve et des m\u00e9triques de risque.*\n\n**Alerting et Monitoring**\nAfin de limiter l'intervention manuelle au strict n\u00e9cessaire, l'\u00e9tat du syst\u00e8me est communiqu\u00e9 via des notifications Telegram (calcul du PnL journalier, signaux d'ouverture/fermeture, pr\u00e9diction de gap).\n\n![Alertes Telegram](/logos/titan_telegram.png)\n*Rapports de routine g\u00e9n\u00e9r\u00e9s par l'API Telegram.*", "long_description_en": "TITAN (iteration V17) is an algorithmic trading system designed to systematize a Trend Following strategy. The project integrates signal calculation, exposure management, and portfolio monitoring.\n\n![TITAN Dashboard Overview](/logos/titan_dashboard.png)\n*Tracking interface developed with Streamlit and styled with custom CSS.*\n\n**Investment Logic**\nThe strategy relies on exploiting time-series autocorrelation (Momentum). The algorithm dynamically adjusts exposure to leveraged ETFs using market regime filters (moving averages, stochastic slope, volatility).\n\n**Backtesting Engine**\nThe simulation script, developed in Python (Pandas/NumPy), models historical asset behavior. It notably includes the mathematical reconstruction of leveraged ETFs to precisely evaluate the impact of Beta Decay, spreads, and interest rates (^IRX).\n\n![Performance Analysis](/logos/titan_analytics.gif)\n*Visualization of the Equity Curve and risk metrics.*\n\n**Alerting and Monitoring**\nTo keep manual intervention to a minimum, the system status is communicated via Telegram notifications (daily P&L calculation, entry/exit signals, gap prediction).\n\n![Telegram Alerts](/logos/titan_telegram.png)\n*Routine reports generated by the Telegram API.*", "tags": [ "Python", "Streamlit", "Finance Quantitative", "Pandas / Numpy", "Docker", "Telegram API", "Plotly" ], "link": null, "github_url": null, "logo_url": "/logos/titan.png", "context": "Ce projet personnel vise \u00e0 automatiser une strat\u00e9gie d'investissement afin de s'affranchir des biais comportementaux. L'architecture technique couvre l'extraction des donn\u00e9es financi\u00e8res via YFinance, le calcul des signaux statistiques, la gestion locale de l'\u00e9tat du portefeuille (State Manager) et l'exposition des m\u00e9triques via un tableau de bord. L'ensemble permet de passer de la recherche quantitative \u00e0 l'ex\u00e9cution simul\u00e9e en environnement de production.", "context_en": "This personal project aims to automate an investment strategy to eliminate behavioral biases. The technical architecture covers financial data extraction via YFinance, statistical signal calculation, local portfolio state management, and metrics display via a dashboard. The system enables the transition from quantitative research to simulated production execution.", "detailed_activities": [ { "category": "Recherche et Mod\u00e9lisation", "category_en": "Research & Modeling", "items": [ "D\u00e9veloppement d'un algorithme de filtrage de tendance combinant des moyennes mobiles (longues et courtes) pour la d\u00e9tection de r\u00e9gime.", "Reconstruction d'historiques synth\u00e9tiques pour ETF \u00e0 levier, simulant les frottements (Beta Decay, taux directeurs FED).", "Calcul des m\u00e9triques de performance et de risque standardis\u00e9es : CAGR ajust\u00e9 (TWR), Ratio de Sharpe/Sortino, Ulcer Index et Max Drawdown." ], "items_en": [ "Development of a trend filtering algorithm combining long and short moving averages for regime detection.", "Reconstruction of synthetic histories for leveraged ETFs, simulating frictions (Beta Decay, FED funds rates).", "Calculation of standardized performance and risk metrics: adjusted CAGR (TWR), Sharpe/Sortino ratios, Ulcer Index, and Max Drawdown." ] }, { "category": "Ing\u00e9nierie des Donn\u00e9es et Backend", "category_en": "Data Engineering & Backend", "items": [ "Extraction et consolidation de donn\u00e9es de march\u00e9 journali\u00e8res et intra-day via l'API yfinance.", "Conception d'un module de persistance locale (JSON/CSV) pour la sauvegarde de l'\u00e9tat du portefeuille et des flux de tr\u00e9sorerie.", "Mise en place d'un algorithme de calcul FIFO pour le suivi pr\u00e9cis du PnL r\u00e9alis\u00e9 et de la dur\u00e9e de d\u00e9tention des positions." ], "items_en": [ "Extraction and consolidation of daily and intra-day market data via the yfinance API.", "Design of a local persistence module (JSON/CSV) for portfolio state and cash flow backups.", "Implementation of a FIFO calculation algorithm for precise tracking of realized P&L and position holding periods." ] }, { "category": "D\u00e9veloppement Interface (Streamlit)", "category_en": "Interface Development (Streamlit)", "items": [ "Cr\u00e9ation d'un tableau de bord de suivi via Streamlit, avec injection de CSS personnalis\u00e9 pour l'interface.", "D\u00e9veloppement d'un m\u00e9canisme d'authentification par token rotatif pour restreindre l'acc\u00e8s \u00e0 l'interface de production.", "Int\u00e9gration de graphiques interactifs Plotly (Equity Curve, distribution des rendements, Heatmaps mensuelles)." ], "items_en": [ "Creation of a tracking dashboard via Streamlit, featuring custom CSS injection for the interface.", "Development of a rotating token authentication mechanism to restrict access to the production interface.", "Integration of interactive Plotly charts (Equity Curve, return distribution, monthly heatmaps)." ] }, { "category": "D\u00e9ploiement et Automatisation", "category_en": "Deployment & Automation", "items": [ "Conteneurisation de l'application (Docker, Docker Compose) pour un d\u00e9ploiement continu sur serveur VPS.", "D\u00e9veloppement de scripts de v\u00e9rification pour rapprocher les prix d'ex\u00e9cution simul\u00e9s des conditions r\u00e9elles du march\u00e9.", "Int\u00e9gration de l'API Telegram pour le routage asynchrone des signaux de trading et des bilans de performance." ], "items_en": [ "Containerization of the application (Docker, Docker Compose) for continuous deployment on VPS servers.", "Development of verification scripts to reconcile simulated execution prices with real market conditions.", "Integration of the Telegram API for asynchronous routing of trading signals and performance reports." ] } ] } ], "experiences": [ { "id": "leader_immo_2023", "company": "Leader de la Promotion Immobili\u00e8re", "company_en": "Real Estate Development Leader", "logo_url": null, "role": "Consultant Strat\u00e9gie IT & Data - Pilotage d'Appel d'Offres", "role_en": "IT & Data Strategy Consultant - RFP Management", "location": "Paris", "location_en": "Paris, France", "start_date": "2023-10", "end_date": "2024-03", "end_date_en": "2024-03", "achievements": [ "Cadrage de la cible fonctionnelle et r\u00e9daction du cahier des charges strat\u00e9gique (RFP) pour l'externalisation des services IT.", "Pilotage de la gouvernance projet et coordination des parties prenantes (DSI, Achats, M\u00e9tiers) tout au long du cycle de consultation.", "\u00c9valuation multicrit\u00e8res des offres et aide \u00e0 la d\u00e9cision strat\u00e9gique via une analyse comparative des performances et des niveaux de service (SLA).", "Mod\u00e9lisation financi\u00e8re de la trajectoire \u00e0 5 ans et analyse de sensibilit\u00e9 des co\u00fbts en fonction des sc\u00e9narios d'arbitrage." ], "achievements_en": [ "Scoping of the functional target and drafting of the strategic specifications (RFP) for IT services outsourcing.", "Steering of project governance and coordination of stakeholders (CIO, Purchasing, Business Units) throughout the consultation cycle.", "Multi-criteria evaluation of proposals and strategic decision support via comparative analysis of performance and service levels (SLA).", "Financial modeling of the 5-year trajectory and cost sensitivity analysis based on tradeoff scenarios." ], "skills_used": [ "Python", "Excel / VBA", "Financial Modeling (ROM)", "IT Strategy", "Vendor Management", "C-Level Facilitation", "Stakeholder Alignment", "Data-Driven Analysis", "Change Strategy", "Data Quality", "Strategic SI Planning", "Audit & Governance" ], "context": "Dans le cadre de la transformation des SI d'un acteur majeur de l'immobilier, j'ai pilot\u00e9 la conception et l'organisation de l'appel d'offres pour la s\u00e9lection d'un partenaire d'infog\u00e9rance strat\u00e9gique. Mon objectif \u00e9tait de d\u00e9finir un cadre fonctionnel et technique agile garantissant la continuit\u00e9 des services IT tout en optimisant la structure de co\u00fbts \u00e0 long terme.", "context_en": "As part of the IT transformation for a major real estate player, I led the design and organization of the call for tenders to select a strategic managed services partner. My objective was to define an agile functional and technical framework ensuring IT service continuity while optimizing the long-term cost structure.", "detailed_activities": [ { "category": "Cadrage Strat\u00e9gique & Analyse des Besoins", "category_en": "Strategic Scoping & Needs Analysis", "items": [ "Audit des besoins critiques aupr\u00e8s des directions DSI et m\u00e9tiers.", "D\u00e9finition des indicateurs de performance (KPI) et de qualit\u00e9 de service attendus.", "R\u00e9daction du dossier de consultation des entreprises (DCE)." ], "items_en": [ "Audit of critical needs with IT and business departments.", "Definition of expected performance indicators (KPIs) and quality of service.", "Drafting of the tender documentation (RFP)." ] }, { "category": "Gouvernance de l'Appel d'Offres", "category_en": "RFP Governance", "items": [ "Coordination des interactions avec les prestataires et gestion du flux d'information.", "Animation des soutenances et des phases de n\u00e9gociation technique.", "S\u00e9curisation du processus de contractualisation." ], "items_en": [ "Coordination of vendor interactions and information flow management.", "Facilitation of vendor presentations and technical negotiation phases.", "Securing the contracting process." ] }, { "category": "Analyse \u00c9conomique & Aide \u00e0 la D\u00e9cision", "category_en": "Economic Analysis & Decision Support", "items": [ "Construction d'un mod\u00e8le financier sous Python/Excel pour comparer le TCO (Total Cost of Ownership) des offres.", "R\u00e9alisation de matrices d'arbitrage (Co\u00fbts / Risques / Valeur) pour le comit\u00e9 de direction.", "Accompagnement au changement pour l'alignement de la strat\u00e9gie IT sur les exigences m\u00e9tiers." ], "items_en": [ "Construction of a financial model using Python/Excel to compare the TCO (Total Cost of Ownership) of proposals.", "Creation of tradeoff matrices (Costs / Risks / Value) for the executive committee.", "Change management support to align IT strategy with business requirements." ] } ] }, { "id": "ess_tech_2024", "company": "Acteur de l'\u00c9conomie Sociale et Solidaire", "company_en": "Social and Solidarity Economy Organization", "logo_url": null, "role": "Project Lead - Transformation Digitale & Data Operations (Agile)", "role_en": "Project Lead - Digital Transformation & Data Operations (Agile)", "location": "Paris", "location_en": "Paris, France", "start_date": "2024-04", "end_date": "2024-10", "end_date_en": "2024-10", "achievements": [ "Owning en m\u00e9thodologie Agile avec une \u00e9quipe de 5 d\u00e9veloppeurs pour la digitalisation des processus critiques (Finance, Supply Chain, Production).", "Conception et d\u00e9ploiement de pipelines de donn\u00e9es strat\u00e9giques pour le Comit\u00e9 de Direction, incluant le nettoyage (Python/SQL) et la visualisation (Power BI).", "Optimisation de la performance op\u00e9rationnelle via la mise en place d'un service support VIP et l'analyse continue des KPIs m\u00e9tiers.", "Gestion de bout en bout du cycle de vie des produits digitaux, incluant le pilotage du budget et la tenue de la roadmap strat\u00e9gique." ], "achievements_en": [ "Product ownership in Agile methodology with a 5-developer team for the digitization of critical processes (Finance, Supply Chain, Production).", "Design and deployment of strategic data pipelines for the Executive Committee, including data cleansing (Python/SQL) and visualization (Power BI).", "Optimization of operational performance through the implementation of a VIP support service and continuous analysis of business KPIs.", "End-to-end management of the digital product lifecycle, including budget tracking and strategic roadmap ownership." ], "skills_used": [ "Agile / Scrum", "Python", "SQL", "Change Strategy", "PowerBI", "Stakeholder Alignment", "Data Quality", "Data-Driven Analysis", "Data Product Management (DPM)", "Data Governance", "Audit & Governance" ], "context": "Dans le cadre de la transformation digitale d'un acteur engag\u00e9 de l'ESS, j'ai dirig\u00e9 une \u00e9quipe technique pour concevoir des solutions m\u00e9tiers automatis\u00e9es destin\u00e9es aux d\u00e9partements finance et production. Ma mission a consist\u00e9 \u00e0 orchestrer la transition vers des outils digitaux agiles, assurant ainsi une meilleure efficacit\u00e9 op\u00e9rationnelle et une aide \u00e0 la d\u00e9cision bas\u00e9e sur la donn\u00e9e pour le comit\u00e9 strat\u00e9gique.", "context_en": "As part of the digital transformation of a committed player in the Social and Solidarity Economy (SSE), I led a technical team to design automated business solutions for the finance and production departments. My mission was to orchestrate the transition to agile digital tools, thereby ensuring better operational efficiency and data-driven decision support for the strategic committee.", "detailed_activities": [ { "category": "M\u00e9thodologie Agile & Discovery", "category_en": "Agile Methodology & Product Discovery", "items": [ "Traduction des besoins m\u00e9tiers complexes en sp\u00e9cifications techniques et User Stories actionnables.", "Animation des rituels Agiles et priorisation du backlog pour maximiser la valeur d\u00e9livr\u00e9e \u00e0 chaque it\u00e9ration.", "Cadrage fonctionnel et d\u00e9finition des indicateurs cl\u00e9s de performance (KPI) pour les nouveaux outils digitaux." ], "items_en": [ "Translation of complex business needs into technical specifications and actionable User Stories.", "Facilitation of Agile rituals and backlog prioritization to maximize value delivery at each iteration.", "Functional scoping and definition of Key Performance Indicators (KPIs) for new digital tools." ] }, { "category": "Leadership Technico-Fonctionnel", "category_en": "Technical & Functional Leadership", "items": [ "Interface permanente entre les \u00e9quipes de d\u00e9veloppement et les directions m\u00e9tiers pour garantir l'alignement des solutions.", "Coordination des ressources internes et suivi rigoureux du planning et de l'enveloppe budg\u00e9taire.", "Accompagnement au changement pour assurer l'adoption des nouveaux processus par les utilisateurs finaux." ], "items_en": [ "Continuous interfacing between development teams and business units to ensure solution alignment.", "Coordination of internal resources and rigorous monitoring of the schedule and budget allocation.", "Change management support to ensure the adoption of new processes by end-users." ] }, { "category": "Data Governance & Support Strat\u00e9gique", "category_en": "Data Governance & Strategic Support", "items": [ "Architecture de tableaux de bord Power BI pour le suivi en temps r\u00e9el de la performance industrielle et financi\u00e8re.", "Gestion d'un service de support critique avec mise en place de recommandations d'am\u00e9lioration continue du SI.", "Capitalisation sur les donn\u00e9es de production pour renforcer la performance op\u00e9rationnelle globale." ], "items_en": [ "Architecture of Power BI dashboards for real-time tracking of industrial and financial performance.", "Management of a critical support service with the implementation of continuous IT improvement recommendations.", "Leveraging production data to strengthen overall operational performance." ] } ] }, { "id": "services_multi_2024", "company": "Leader des Services Multi-techniques", "logo_url": null, "role": "Consultant Strategy & Change - Facilitateur Executive Workshop", "role_en": "Strategy & Change Consultant - Executive Workshop Facilitator", "company_en": "Multi-technical Services Leader", "location": "Paris", "location_en": "Paris, France", "start_date": "2024-01", "end_date": "2024-03", "end_date_en": "2024-03", "achievements": [ "Diagnostic des irritants et analyse des indicateurs de performance (KPIs) projets pour aligner la strat\u00e9gie IT sur les besoins m\u00e9tiers du CODIR DSI.", "Ing\u00e9nierie et conception d'un dispositif d'ateliers strat\u00e9giques 'Data-Oriented' sur-mesure pour les d\u00e9cideurs de la DSI.", "Animation directe de sessions de facilitation aupr\u00e8s des membres du CODIR pour lever les freins au changement et favoriser l'adoption de nouvelles pratiques organisationnelles.", "Mise en place d'un syst\u00e8me de feedback qualitatif pour mesurer l'alignement strat\u00e9gique et l'adh\u00e9sion des dirigeants \u00e0 la trajectoire de transformation." ], "achievements_en": [ "Diagnosis of pain points and analysis of project performance indicators (KPIs) to align IT strategy with the business needs of the IT Executive Committee.", "Engineering and design of a tailor-made 'Data-Oriented' strategic workshop framework for IT decision-makers.", "Direct facilitation of working sessions with Executive Committee members to overcome resistance to change and foster the adoption of new organizational practices.", "Implementation of a qualitative feedback system to measure strategic alignment and executive buy-in for the transformation trajectory." ], "skills_used": [ "C-Level Facilitation", "Change Strategy", "Stakeholder Alignment", "Data-Driven Analysis", "IT Strategy", "Python", "Excel / VBA", "Data Quality" ], "context": "Dans le cadre d'une transformation organisationnelle majeure, j'ai \u00e9t\u00e9 missionn\u00e9 pour concevoir et animer un s\u00e9minaire strat\u00e9gique d'accompagnement au changement destin\u00e9 au CODIR DSI. L'objectif \u00e9tait d'aligner la vision des dirigeants sur les enjeux de transformation num\u00e9rique et de s\u00e9curiser l'adoption des nouveaux mod\u00e8les op\u00e9rationnels par le top management.", "context_en": "As part of a major organizational transformation, I was commissioned to design and facilitate a strategic change management seminar for the IT Executive Committee. The objective was to align leadership vision on digital transformation challenges and secure the adoption of new operating models by top management.", "detailed_activities": [ { "category": "Diagnostic & Alignement Strat\u00e9gique", "category_en": "Strategic Diagnosis & Alignment", "items": [ "Recueil des besoins critiques et analyse des metrics projets aupr\u00e8s de la direction IT.", "Synth\u00e8se des points de blocage organisationnels via une approche qualitative et quantitative." ], "items_en": [ "Gathering critical needs and analyzing project metrics with IT leadership.", "Synthesis of organizational bottlenecks through a qualitative and quantitative approach." ] }, { "category": "Ing\u00e9nierie de l'Intervention (Workshop Design)", "category_en": "Workshop Engineering & Design", "items": [ "\u00c9laboration d'un programme d'ateliers interactifs combinant cas pratiques et coaching strat\u00e9gique.", "D\u00e9veloppement de supports p\u00e9dagogiques \u00e0 forte valeur ajout\u00e9e, adapt\u00e9s aux enjeux 'Data-Oriented' du secteur IT." ], "items_en": [ "Development of an interactive workshop program combining practical cases and strategic coaching.", "Creation of high-value educational materials tailored to the 'Data-Oriented' challenges of the IT sector." ] }, { "category": "Facilitation Executive & Mesure d'Impact", "category_en": "Executive Facilitation & Impact Measurement", "items": [ "Animation en direct des sessions de travail aupr\u00e8s des membres du CODIR DSI.", "\u00c9valuation de l'efficacit\u00e9 du dispositif et de l'adh\u00e9sion des leaders via un protocole de feedbacks structur\u00e9." ], "items_en": [ "Live facilitation of working sessions with IT Executive Committee members.", "Evaluation of framework effectiveness and leadership buy-in via a structured feedback protocol." ] } ] }, { "id": "mc2i_banking_2025", "company": "mc2i", "company_en": "mc2i", "logo_url": "/logos/mc2i.png", "role": "Data Product Lead - AI Strategy for Banking Operations", "role_en": "Data Product Lead - AI Strategy for Banking Operations", "location": "Paris", "location_en": "Paris, France", "start_date": "2025-05", "end_date": "2025-07", "end_date_en": "2025-07", "achievements": [ "Direction de la strat\u00e9gie produit pour un syst\u00e8me d'IA d\u00e9cisionnel (NLP/ML) automatisant la r\u00e9ponse aux appels d\u2019offres critiques d'un Leader Europ\u00e9en du Secteur Bancaire.", "Orchestration du cycle de vie agile (Scrum) en tant que Product Lead, assurant l'interface entre les enjeux commerciaux et le delivery technique.", "Optimisation du ROI commercial via l'automatisation du processus de 'Go/No-Go', permettant une r\u00e9duction massive du 'Time-to-Market'.", "Mise en \u0153uvre d'un cadre de pilotage de la performance (Accuracy & Business Value) pour garantir l'alignement continu du produit sur les objectifs strat\u00e9giques." ], "achievements_en": [ "Directed product strategy for a decision-making AI system (NLP/ML) automating responses to critical calls for tenders for a European Banking Sector Leader.", "Orchestrated the agile lifecycle (Scrum) as Product Lead, ensuring the interface between business objectives and technical delivery.", "Optimized commercial ROI through the automation of the 'Go/No-Go' process, enabling a massive reduction in Time-to-Market.", "Implemented a performance management framework (Accuracy & Business Value) to ensure continuous alignment of the product with strategic objectives." ], "skills_used": [ "Data Product Management (DPM)", "Agile / Scrum", "Natural Language Processing (NLP)", "Change Strategy", "LLM / RAG", "Generative AI", "Machine Learning Ops", "Python", "PowerBI", "SQL", "Stakeholder Alignment", "Data-Driven Analysis", "Data Quality", "Vector Databases", "Full Stack" ], "context": "Face au flux massif d'opportunit\u00e9s \u00e9mises par un Leader Europ\u00e9en du Secteur Bancaire, j'ai pilot\u00e9 la cr\u00e9ation d'un moteur de pr\u00e9qualification intelligent. Ce produit 'Data-Driven' utilise des algorithmes de NLP et de Machine Learning pour transformer un processus manuel complexe en un avantage comp\u00e9titif automatis\u00e9, s\u00e9curisant ainsi les arbitrages de la direction technique et commerciale.", "context_en": "Faced with a massive flow of opportunities issued by a European Banking Sector Leader, I led the creation of an intelligent pre-qualification engine. This Data-Driven product uses NLP and Machine Learning algorithms to transform a complex manual process into an automated competitive advantage, thereby securing tradeoffs for technical and commercial leadership.", "detailed_activities": [ { "category": "Product Discovery & Vision Strat\u00e9gique", "category_en": "Product Discovery & Strategic Vision", "items": [ "Animation d'ateliers de co-conception avec les directions commerciale et technique pour d\u00e9finir la roadmap et le MVP (Minimum Viable Product).", "Traduction des besoins strat\u00e9giques en Epics et User Stories \u00e0 haute valeur ajout\u00e9e m\u00e9tier.", "Mod\u00e9lisation de la valeur produit et priorisation du backlog bas\u00e9e sur l'impact financier et la faisabilit\u00e9 technique." ], "items_en": [ "Facilitated co-design workshops with commercial and technical departments to define the roadmap and the MVP (Minimum Viable Product).", "Translated strategic needs into high business-value Epics and User Stories.", "Modeled product value and prioritized the backlog based on financial impact and technical feasibility." ] }, { "category": "Agile Delivery & Technical Leadership", "category_en": "Agile Delivery & Technical Leadership", "items": [ "Pilotage op\u00e9rationnel des rituels Scrum et facilitation de la collaboration entre d\u00e9veloppeurs et parties prenantes.", "Garantie de l'int\u00e9grit\u00e9 fonctionnelle des livrables IA et validation de la conformit\u00e9 des algorithmes de scoring.", "Arbitrage technique et fonctionnel lors des phases de d\u00e9veloppement pour maintenir la v\u00e9locit\u00e9 de l'\u00e9quipe." ], "items_en": [ "Operationally managed Scrum rituals and facilitated collaboration between developers and stakeholders.", "Ensured the functional integrity of AI deliverables and validated the compliance of scoring algorithms.", "Provided technical and functional arbitration during development phases to maintain team velocity." ] }, { "category": "Growth, Adoption & ROI", "category_en": "Growth, Adoption & ROI", "items": [ "Architecture et suivi des KPIs de performance (pr\u00e9cision du mod\u00e8le, taux d'adoption, gains de productivit\u00e9).", "Conduite du changement et d\u00e9ploiement de la solution aupr\u00e8s des \u00e9quipes de vente pour maximiser l'usage.", "Analyse continue des feedbacks utilisateurs pour alimenter le backlog strat\u00e9gique et planifier les futures it\u00e9rations du produit." ], "items_en": [ "Architected and tracked performance KPIs (model accuracy, adoption rate, productivity gains).", "Managed change and deployed the solution to sales teams to maximize usage.", "Continuously analyzed user feedback to feed the strategic backlog and plan future product iterations." ] } ] }, { "id": "mc2i_dpm_po_2025", "company": "mc2i", "company_en": "mc2i", "logo_url": "/logos/mc2i.png", "role": "Product Owner - Offre Data Product Management", "role_en": "Product Owner - Data Product Management Offering", "location": "Paris", "location_en": "Paris, France", "start_date": "2025-09", "end_date": "Pr\u00e9sent", "end_date_en": "Present", "achievements": [ "Cadrage et structuration de la m\u00e9thodologie d'accompagnement globale en Data Product Management pour le cabinet.", "Conception d'une Matrice de Lecture des r\u00e9f\u00e9rences DPM articul\u00e9e autour de la Gouvernance, du Mod\u00e8le Op\u00e9rationnel et du Change.", "\u00c9laboration d'un Dictionnaire des conditions de succ\u00e8s pour s\u00e9curiser et standardiser le d\u00e9ploiement des produits data chez les clients.", "Animation de la communaut\u00e9 interne (Stream DPM) et \u00e9vang\u00e9lisation des bonnes pratiques aupr\u00e8s des consultants." ], "achievements_en": [ "Scoping and structuring of the global Data Product Management consulting methodology for the firm.", "Design of a DPM reference Reading Matrix structured around Governance, Operating Model, and Change Management.", "Development of a Success Conditions Dictionary to secure and standardize data product deployment for clients.", "Facilitation of the internal community (DPM Stream) and evangelization of best practices among consultants." ], "skills_used": [ "Data Product Management (DPM)", "Data Governance", "Strategic SI Planning", "Change Strategy", "Agile / Scrum", "Stakeholder Alignment", "C-Level Facilitation", "Data Quality" ], "context": "En parall\u00e8le de mes missions clients, j'assure le r\u00f4le de Product Owner pour le d\u00e9veloppement de l'offre 'Data Product Management' (DPM) au sein de mc2i. Depuis 6 mois, je pilote la formalisation de notre socle m\u00e9thodologique afin de doter le cabinet d'un cadre de r\u00e9f\u00e9rence robuste, permettant d'accompagner nos clients dans leur transition vers des architectures orient\u00e9es produits (Data Mesh, Data Fabric).", "context_en": "In parallel with my client missions, I act as Product Owner for the development of the 'Data Product Management' (DPM) offering at mc2i. For the past 6 months, I have been leading the formalization of our methodological foundation to provide the firm with a robust reference framework, enabling us to support our clients in their transition towards product-oriented architectures (Data Mesh, Data Fabric).", "detailed_activities": [ { "category": "Gouvernance, Strat\u00e9gie et Mod\u00e8les", "category_en": "Governance, Strategy & Models", "items": [ "D\u00e9finition des cadres de gouvernance et des strat\u00e9gies d'alignement m\u00e9tier pour la cr\u00e9ation de valeur data.", "Mod\u00e9lisation des structures organisationnelles adapt\u00e9es aux paradigmes Data Mesh et Data Fabric.", "Structuration des indicateurs de ROI et de performance strat\u00e9gique pour les portefeuilles de produits de donn\u00e9es." ], "items_en": [ "Definition of governance frameworks and business alignment strategies for data value creation.", "Modeling of organizational structures adapted to Data Mesh and Data Fabric paradigms.", "Structuring of ROI and strategic performance indicators for data product portfolios." ] }, { "category": "Mod\u00e8le Op\u00e9rationnel & Delivery", "category_en": "Operating Model & Delivery", "items": [ "Industrialisation du mod\u00e8le op\u00e9rationnel : de la phase de Discovery \u00e0 l'int\u00e9gration continue (Run).", "Int\u00e9gration des standards de Data Quality et des principes FinOps au c\u0153ur du cycle de vie des produits.", "D\u00e9finition des matrices de r\u00f4les et responsabilit\u00e9s (Data Product Manager, Data Steward, Data Engineer)." ], "items_en": [ "Industrialization of the operating model: from the Discovery phase to continuous integration (Run).", "Integration of Data Quality standards and FinOps principles at the core of the product lifecycle.", "Definition of roles and responsibilities matrices (Data Product Manager, Data Steward, Data Engineer)." ] }, { "category": "Change, Agilit\u00e9 & Adoption", "category_en": "Change, Agility & Adoption", "items": [ "Cr\u00e9ation de strat\u00e9gies d'acculturation et d'adoption pour maximiser l'usage des produits data par les m\u00e9tiers.", "Int\u00e9gration des m\u00e9thodologies Agiles et des principes UI/UX dans la conception des interfaces de restitution.", "D\u00e9veloppement de m\u00e9canismes de gamification pour lever les freins au changement au sein des organisations." ], "items_en": [ "Creation of acculturation and adoption strategies to maximize business usage of data products.", "Integration of Agile methodologies and UI/UX principles in the design of delivery interfaces.", "Development of gamification mechanisms to overcome resistance to change within organizations." ] } ] }, { "id": "defense_industry_2025", "company": "Acteur majeur de la D\u00e9fense", "company_en": "Major Defense Player", "logo_url": null, "role": "Consultant IT System Strategy - Cadrage SI (Environnements Critiques)", "role_en": "IT System Strategy Consultant - IS Scoping (Critical Environments)", "location": "France", "location_en": "France", "start_date": "2025-10", "end_date": "2026-03", "end_date_en": "2026-03", "achievements": [ "Cadrage strat\u00e9gique de la bascule d'un Syst\u00e8me d'Information de soutien logistique pour une ligne de produit majeure de d\u00e9fense internationale.", "\u00c9laboration de roadmaps de transition complexes et mod\u00e9lisation de sc\u00e9narios de bascule garantissant la continuit\u00e9 de service en environnement de haute criticit\u00e9.", "Production de dossiers d'aide \u00e0 la d\u00e9cision strat\u00e9gique (Mod\u00e9lisation ROM, Matrices de risques) pour arbitrage au niveau du Comit\u00e9 de Direction." ], "achievements_en": [ "Strategic scoping of the transition for a logistics support Information System for a major international defense product line.", "Development of complex transition roadmaps and modeling of switchover scenarios ensuring service continuity in high-criticality environments.", "Production of strategic decision-support documents (ROM Modeling, Risk Matrices) for Executive Committee tradeoffs." ], "skills_used": [ "Strategic SI Planning", "Risk Management", "Financial Modeling (ROM)", "Python", "SQL", "Change Strategy", "IT Strategy", "C-Level Facilitation", "Stakeholder Alignment", "Data Governance", "Audit & Governance", "Data Quality" ], "context": "Dans un contexte de souverainet\u00e9 et de haute criticit\u00e9, je suis intervenu pour s\u00e9curiser la trajectoire organisationnelle et fonctionnelle d'une transformation SI d'envergure. Ma mission consistait \u00e0 fournir \u00e0 la direction les \u00e9l\u00e9ments d'arbitrage financiers et op\u00e9rationnels n\u00e9cessaires pour engager la phase de r\u00e9alisation de ce projet structurant pour le c\u0153ur de d\u00e9fense.", "context_en": "In a context of sovereignty and high criticality, I intervened to secure the organizational and functional trajectory of a major IS transformation. My mission was to provide management with the financial and operational tradeoff elements necessary to initiate the execution phase of this structural project for the core of defense.", "detailed_activities": [ { "category": "Audit Strat\u00e9gique & Cartographie Cible", "category_en": "Strategic Audit & Target Mapping", "items": [ "R\u00e9alisation de la cartographie fonctionnelle macroscopique du SI actuel et de la cible organisationnelle.", "Identification et cadrage des interfaces complexes impactant l'architecture et la continuit\u00e9 de service.", "Analyse des matrices d'usage pour d\u00e9finir les p\u00e9rim\u00e8tres fonctionnels critiques lors de la transition." ], "items_en": [ "Creation of the macroscopic functional mapping of the current IS and the organizational target.", "Identification and scoping of complex interfaces impacting architecture and service continuity.", "Analysis of usage matrices to define critical functional scopes during the transition." ] }, { "category": "Ing\u00e9nierie de Trajectoire & Macro-planning", "category_en": "Trajectory Engineering & Macro-planning", "items": [ "Conception de la roadmap de transition et du macro-planning des livrables strat\u00e9giques.", "Mod\u00e9lisation de sc\u00e9narios de bascule sous fortes contraintes de s\u00e9curit\u00e9 et de disponibilit\u00e9 des donn\u00e9es.", "Identification et lev\u00e9e des points de blocage organisationnels avant le lancement op\u00e9rationnel." ], "items_en": [ "Design of the transition roadmap and macro-planning of strategic deliverables.", "Modeling of switchover scenarios under strict security and data availability constraints.", "Identification and resolution of organizational bottlenecks prior to operational launch." ] }, { "category": "Mod\u00e9lisation \u00c9conomique & Aide \u00e0 la D\u00e9cision", "category_en": "Economic Modeling & Decision Support", "items": [ "\u00c9laboration d'une estimation budg\u00e9taire ROM (Rough Order of Magnitude) pour le chiffrage global du programme.", "Production de matrices comparatives (Co\u00fbts / D\u00e9lais / Risques / Valeur) pour objectiver les choix de la direction.", "R\u00e9daction du dossier de choix final et de la matrice d'arbitrage pour validation de l'investissement par le comit\u00e9 de direction." ], "items_en": [ "Development of a ROM (Rough Order of Magnitude) budget estimate for the overall program costing.", "Production of comparative matrices (Costs / Deadlines / Risks / Value) to objectify management choices.", "Drafting of the final selection document and tradeoff matrix for investment validation by the executive committee." ] } ] }, { "id": "energy_transport_2025", "company": "Gestionnaire du R\u00e9seau de Transport d'\u00c9lectricit\u00e9", "company_en": "Electricity Transmission System Operator", "logo_url": null, "role": "Consultant Data Strategist - Audit, Gouvernance & Business Intelligence", "role_en": "Data Strategist Consultant - Audit, Governance & Business Intelligence", "location": "Paris", "location_en": "Paris, France", "start_date": "2025-07", "end_date": "2025-10", "end_date_en": "2025-10", "achievements": [ "Collaboration directe avec le Directeur de Projet pour transformer les donn\u00e9es de pilotage en un outil d'audit strat\u00e9gique certifiable par l'autorit\u00e9 de r\u00e9gulation du secteur.", "Conception d'une solution Power BI Rejouer le match permettant au C-Level de simuler a posteriori les trajectoires financi\u00e8res sur un dataset audit\u00e9.", "Ing\u00e9nierie d'un pipeline ETL Python (Pandas/Numpy) pour la r\u00e9conciliation de 273 sources h\u00e9t\u00e9rog\u00e8nes (PDFs de travaux, dossiers comptables, Excels de direction).", "Analyse statistique et mod\u00e9lisation des d\u00e9rives (R\u00e9gression sur lev\u00e9e des co\u00fbts) pour s\u00e9curiser la gouvernance des futurs projets d'envergure." ], "achievements_en": [ "Direct collaboration with the Project Director to transform steering data into a strategic audit tool certifiable by the industry's regulatory authority.", "Design of a 'Replay the Match' Power BI solution enabling C-Level executives to retrospectively simulate financial trajectories on an audited dataset.", "Engineering of a Python ETL pipeline (Pandas/Numpy) to reconcile 273 heterogeneous sources (work PDFs, accounting files, management Excel sheets).", "Statistical analysis and drift modeling (cost escalation regression) to secure the governance of future large-scale projects." ], "skills_used": [ "Python", "Audit & Governance", "PowerBI", "Excel / VBA", "Change Strategy", "Vendor Management", "Stakeholder Alignment", "Financial Modeling (ROM)", "Data Quality", "Risk Management", "SQL", "Data-Driven Analysis" ], "context": "Suite \u00e0 la livraison d'un si\u00e8ge r\u00e9gional majeur, j'ai \u00e9t\u00e9 missionn\u00e9 par la Direction de Projet pour piloter un audit et un retour d'exp\u00e9rience (REX) strat\u00e9gique. L'enjeu \u00e9tait de produire un diagnostic financier et op\u00e9rationnel de haute pr\u00e9cision, capable de r\u00e9pondre aux exigences de l'autorit\u00e9 de r\u00e9gulation et de servir de socle d\u00e9cisionnel pour de futurs projets de campus d'envergure.", "context_en": "Following the delivery of a major regional headquarters, I was commissioned by the Project Management to lead a strategic audit and post-mortem (REX). The challenge was to produce a high-precision financial and operational diagnostic capable of meeting the requirements of the regulatory authority and serving as a decision-making foundation for future large-scale campus projects.", "detailed_activities": [ { "category": "Data Engineering & Audit BI", "category_en": "Data Engineering & BI Audit", "items": [ "Extraction et structuration de donn\u00e9es critiques issues de 273 fichiers PDF (Fiches de Travaux) et de dossiers budg\u00e9taires.", "Nettoyage et curation du dataset sous Python : harmonisation des champs, gestion des donn\u00e9es manquantes et cr\u00e9ation de cl\u00e9s primaires pour jointures complexes.", "D\u00e9veloppement de la fonctionnalit\u00e9 Rejouer le match sous Power BI : interface interactive permettant d'analyser dynamiquement les sc\u00e9narios de d\u00e9penses pass\u00e9s." ], "items_en": [ "Extraction and structuring of critical data from 273 PDF files (Work Sheets) and budget folders.", "Dataset cleaning and curation using Python: field harmonization, missing data management, and creation of primary keys for complex joins.", "Development of the 'Replay the Match' feature in Power BI: an interactive interface allowing dynamic analysis of past expenditure scenarios." ] }, { "category": "Gouvernance & Conformit\u00e9 R\u00e9glementaire", "category_en": "Governance & Regulatory Compliance", "items": [ "Audit des budgets et des engagements contractuels en vue de la justification des co\u00fbts aupr\u00e8s des instances de r\u00e9gulation.", "Production de visualisations statistiques (MatPlotLib) : Chandeliers additifs et r\u00e9gressions sur les co\u00fbts pour objectiver les variations budg\u00e9taires.", "S\u00e9curisation de la qualit\u00e9 de la donn\u00e9e (Data Trust) pour garantir la fiabilit\u00e9 des rapports pr\u00e9sent\u00e9s en Comit\u00e9 de Pilotage." ], "items_en": [ "Audit of budgets and contractual commitments to justify costs to regulatory bodies.", "Production of statistical visualizations (MatPlotLib): Waterfall charts (additive candlesticks) and cost regressions to objectify budget variations.", "Securing data quality (Data Trust) to ensure the reliability of reports presented to the Steering Committee." ] }, { "category": "Management de Projet & Change", "category_en": "Project Management & Change Strategy", "items": [ "Accompagnement du Directeur de Projet dans l'identification des irritants organisationnels et des succ\u00e8s op\u00e9rationnels.", "Formalisation des le\u00e7ons apprises et recommandations strat\u00e9giques pour l'optimisation des processus de gestion de projet au niveau national.", "Accompagnement au changement via la cr\u00e9ation de KPIs de performance et la formation des \u00e9quipes aux nouveaux outils de pilotage." ], "items_en": [ "Support of the Project Director in identifying organizational pain points and operational successes.", "Formalization of lessons learned and strategic recommendations for optimizing project management processes at the national level.", "Change management support through the creation of performance KPIs and training of teams on new steering tools." ] } ] }, { "id": "talisker_2023", "company": "Talisker Consulting", "company_en": "Talisker Consulting", "logo_url": "/logos/talisker.png", "role": "Data Product Lead - GenAI & Knowledge Strategy", "role_en": "Data Product Lead - GenAI & Knowledge Strategy", "location": "Paris", "location_en": "Paris, France", "start_date": "2023-10", "end_date": "2024-03", "end_date_en": "2024-03", "achievements": [ "Direction du design et du d\u00e9ploiement d\u2019un produit RAG (Retrieval-Augmented Generation) pour centraliser et valoriser +150 Go d'expertises m\u00e9tiers h\u00e9t\u00e9rog\u00e8nes.", "Architecture et d\u00e9veloppement d'une solution Full Stack s\u00e9curis\u00e9e (FastAPI/React) permettant l'interrogation d'un LLM local (8B) sur infrastructure GPU d\u00e9di\u00e9e.", "Optimisation des pipelines d'ingestion via des algorithmes de chunking vectoriel et de transformation de donn\u00e9es non structur\u00e9es (.ppt, .pdf, .xl).", "Pilotage de la strat\u00e9gie d'adoption et formation des consultants \u00e0 l'ing\u00e9nierie de prompt pour transformer le KM en un v\u00e9ritable levier d'aide \u00e0 la d\u00e9cision." ], "achievements_en": [ "Directed the design and deployment of a RAG (Retrieval-Augmented Generation) product to centralize and leverage 150+ GB of heterogeneous business expertise.", "Architected and developed a secure Full Stack solution (FastAPI/React) enabling the querying of a local LLM (8B) on a dedicated GPU infrastructure.", "Optimized ingestion pipelines using vector chunking algorithms and unstructured data transformation (.ppt, .pdf, .xls).", "Led the adoption strategy and trained consultants in prompt engineering to transform Knowledge Management (KM) into a true decision-support lever." ], "skills_used": [ "LLM / RAG", "Natural Language Processing (NLP)", "Generative AI", "Vector Databases", "Full Stack", "Data Product Management (DPM)", "Machine Learning Ops", "Data Governance", "Data-Driven Analysis", "Excel / VBA", "Python", "SQL", "Stakeholder Alignment", "Change Strategy", "Data Quality" ], "context": "Dans le cadre de la transformation digitale du cabinet, j'ai pilot\u00e9 la cr\u00e9ation d'un produit d'IA G\u00e9n\u00e9rative souverain. L'objectif \u00e9tait d'industrialiser l'acc\u00e8s \u00e0 des d\u00e9cennies de savoir-faire interne en d\u00e9veloppant une architecture RAG capable de traiter des volumes massifs de donn\u00e9es tout en garantissant une confidentialit\u00e9 totale (Zero-Cloud).", "context_en": "As part of the firm's digital transformation, I led the creation of a sovereign Generative AI product. The objective was to industrialize access to decades of internal know-how by developing a RAG architecture capable of processing massive volumes of data while ensuring total confidentiality (Zero-Cloud).", "detailed_activities": [ { "category": "Product Discovery & IA Strategy", "category_en": "Product Discovery & AI Strategy", "items": [ "Audit de l'existant et d\u00e9finition des exigences de s\u00e9curit\u00e9 pour une solution d'IA Privacy-first.", "Conception du syst\u00e8me de Workspace par session pour g\u00e9rer des contextes larges et des m\u00e9moires sp\u00e9cifiques par domaine d'expertise.", "Mod\u00e9lisation de la valeur d'usage pour aligner les capacit\u00e9s du LLM sur les besoins r\u00e9els des consultants en mission." ], "items_en": [ "Audited existing systems and defined security requirements for a Privacy-first AI solution.", "Designed a session-based Workspace system to manage broad contexts and domain-specific memories.", "Modeled usage value to align LLM capabilities with the actual needs of consultants on client assignments." ] }, { "category": "Technical Product Engineering", "category_en": "Technical Product Engineering", "items": [ "Construction de la cha\u00eene d'ingestion : conversion automatis\u00e9e (.md), chunking s\u00e9mantique et stockage dans une VectorDB locale (Python).", "D\u00e9veloppement du backend (Uvicorn/FastAPI) et de l'interface frontend, int\u00e9gr\u00e9s via un pont SSH sur serveur WSL (Nvidia RTX 3080 Ti).", "Finetuning des fonctions d'activation et de r\u00e9cup\u00e9ration vectorielle pour maximiser la pertinence des r\u00e9ponses g\u00e9n\u00e9r\u00e9es." ], "items_en": [ "Built the ingestion pipeline: automated conversion (.md), semantic chunking, and storage in a local VectorDB (Python).", "Developed the backend (Uvicorn/FastAPI) and frontend interface, integrated via an SSH bridge on a WSL server (Nvidia RTX 3080 Ti).", "Fine-tuned activation and vector retrieval functions to maximize the relevance of generated responses." ] }, { "category": "Adoption & Gouvernance de la Donn\u00e9e", "category_en": "Adoption & Data Governance", "items": [ "D\u00e9ploiement en production et mise en place d'un dispositif de suivi pour l'optimisation continue de la base vectorielle.", "Formation des utilisateurs finaux \u00e0 l'exploitation de la solution et \u00e0 la capitalisation des savoirs via l'IA.", "\u00c9tablissement de protocoles de Data Quality pour garantir la fra\u00eecheur et la v\u00e9racit\u00e9 des connaissances ing\u00e9r\u00e9es." ], "items_en": [ "Deployed to production and implemented a monitoring system for continuous vector database optimization.", "Trained end-users on leveraging the solution and capitalizing on knowledge through AI.", "Established Data Quality protocols to ensure the recency and veracity of ingested knowledge." ] } ] } ], "stack": [ "FastAPI", "React", "SQLite", "SQLAlchemy", "Pydantic", "Vite", "Vercel" ] }