À propos de Guillaume
Anglais
Bilingue ou natif
Français
Capacité professionnelle complète
Malgache
Capacité professionnelle complète
Expériences
- VOHITRA MG SAGenerative AI Engineerjanvier 2026 - Aujourd'hui (5 mois)MadagascarAI-powered natural language interface that converts user questions into NoSQL database queries for a facility management and cleaning services platform, with automatic visualizations and conversational memory:• - Multi-agent architecture with intelligent query routing and relationship awareness Context enhancement through retrieval-augmented generation (6-layer system)• - Automatic chart and table generation with export capabilities• - Self-learning through human feedback and continuous evaluation Memory system for conversational continuity across sessions
- eTechData Scientist & AI Engineer [Confirmé]août 2025 - décembre 2025 (4 mois)Madagascar• - Lead generation system through implementation of multi-agent orchestration using Google ADK and LLM models, featuring integration of multi-sourcedata analysis including social media and company intelligence gathering, application of pattern-based investment signal analysis for competitive benchmarking• - Data Warehouse Design, ML & Visualization for biometric KPI data warehouse by defining fact and dimension tables from PostgreSQL schemas and modeling them in a BigQuery OLAP star schema. Created materialized views for fast Looker studio dashboards and used BigQuery ML to forecast kit usage and trends .• - No-code e-commerce product recommendation app with NLP and image recognition on GCP using FastAPI/React. RAG-based chatbot with configurable modes (image/text/combined), admin dashboard with analytics and customization, Google Sheets integration for catalog management. <3s response time.• - SQL generation model benchmarking: Evaluated SQLCoder-7B-2, GPT-3.5/4, Claude for architecture, hallucination mitigation, BigQuery syntax, multi-cloud deployment , Spider benchmark validation.• - Innovation Cell: Benchmarked new AWS cloud services and GCP equivalents including SageMaker, Bedrock ... .• - Real-time Biometric Enrollment KPI Platform: Analytics solution with PostgreSQL data replicated via Airbyte CDC to BigQuery, transformation with DBT SQL , visualized in Looker dashboards for instant monitoring of mobile biometric kit performance in identity verification.• - BI Agent Chatbot: RAG-based text-to-SQL solution using Python, LangGraph, LLMs, FastAPI, React TypeScript. Retrieves SQL patterns, DDL, metadata for multi-query execution and instant biometric enrollment insights.• - Support Agent Helpdesk: LangGraph/RAG-powered system for kit usage guidance, troubleshooting, and technical support using process documentation for context-aware biometric enrollment assistance.
- Self EmployedAI / Data & Full Stack Engineer | Automationjanvier 2025 - Aujourd'hui (1 an et 5 mois)AI platform automating BMS design and documentation. Transforms specifications into deliverables (Functional Analysis, Wiring Diagrams, Code, As-Built) 10x faster with 80% fewer errors using ontology, RAG, and 26 AI agents.5 Functionalities1. Auto-Documentation - Generates FA, wiring diagrams, network architecture in minutes. Exports Word/PDF/DWG/Excel.2. Knowledge Base - Multi-source RAG (specs, manuals, projects) with semantic search. 24/7 technical expert.3. AI Workflow - 26 agents automate audit to operations. Detects blockers, prioritizes actions.4. Multi-Brand Code - Transpiles to Schneider/Siemens/Distech/ISMA. Auto-generates PID loops, sequences.5. Mobile Commissioning - QR scan, field validation, AI anomaly detection, energy optimization. 95% success.
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Formations
- HackathonINDABAX Madagascar2023Hackathon