About Pierre-Yves
French
Native or bilingual
English
Fluent
Experience
- DataScientest / Mines ParisMachine Learning EngineerSeptember 2024 - Today (1 year and 9 months)Embedded project on Raspberry Pi 5 8GB and Hailo-8 + Raspberry Pi AI Camera
- Complete pipeline for digitization, development, and strategic studies Digitizing board games (OpenCV + OCR-Tesseract).
- Create a RAG to query rules (LlamaIndex + Qdrant). Game development & data generation (Claude Code glm-4.7-flash & OpenCodeInterpreter deepseek-coder).
- Simulate real-time strategies (HailoRT accelerated inference, TinyLlama-MTCS).
Machine Learning Project (6 months - Bootcamp): Categorization of marketplace products (Amazon, CDiscount, Rakuten Challenge) by image and textData Product Management- Definition of a Business Model
- Experience Map to frame different profiles
- Competitive analysis & legal issues
- Definition of an MVP
- Development of the Machine Learning Canvas with KPI/OKR
Machine Learning- Exploration & analysis of the relevance of image and text data (Amazon, CDiscount, Rakuten datasets)
- Perplexity (distilgpt2), Language Detection (Fasttext - Confidence Score)
- Pre-Processing & Augmentation (image & text)
- Image: Bounding box, enlargement, normalization (Halide, Torchvision)
- Text: Translation (NLLB-200, mBART-50), Grammar Correction (t5-base, Ollama), Lemmatization / Stemming (NLTK, spaCy), Tokenization, Vectorization
- Image Modeling (ResNet, MobileNet, ViT, FAISS, YOLOv5)
- Text Modeling (XGBoost, DistillBERT, DeBERTa, Meta Llama)
- Hybrid Modeling (CLIP-ViT-B/32)
- Global model in microservices architecture (Docker) and probability combinations (F1 score 84%)
MLOPS- Microservices architecture and orchestration for training, retraining, API, storage, security, monitoring
- ObatSenior Lead Quality EngineerNovember 2023 - July 2024 (8 months)Lead QE at the scale of a squad or several (management of cross-functional topics)Optimization of the Cypress projectAgile Scrum Master
- PlayPlaySenior Lead Quality EngineerMarch 2021 - April 2023 (2 years and 1 month)Paris, FranceLead QE in a squad operating under the Scrum approach. Senior QE on cross-functional topics, both technical and on the quality philosophy. : coaching & objective settingTech stack: NodeJS/VueJS/PHP/Laravel/Google Cloud Platform/Datadog/Docker/Kubernetes/Github Actions/Cypress/Jest/PHPUnitSquad scopeGuardian of PlayPlay's global vision on quality: testing effort must be borne by everyone at all stages of feature constructionScrum context (2-week sprints, 3 Amigos, Epic + Story structure, Continuous Delivery, test strategy & campaign, TRN, customer support sprint)Participation in the development of Epics & StoriesBuild a vision around the test pyramid: constantly evaluate the effectiveness of each levelImplementation and evangelization of Pair TestingConducting some Retrospectives, including one focused on testingImplementation of performance tests with VegetaOrganization of Release PartiesOrganization of team building activities around board gamesAchievements with CypressTool implementation with CucumberJS and a .feature(Gherkin)/steps/page object structureParticipation in CI migration: Travis -> Github ActionsTransition from parallelization from 4 to 10 containersMonitoring end-to-end test health via the Cypress Dashboard (focus on flaky tests and build time <10 min)Support developers in incorporating Cypress into their PRs (non-blocking to blocking)Creation of a Task Force around tool stability (2 months)Building the test coverage metric guided by a specific document (and evangelizing its maintenance by the tech team)In-depth work on Cypress performance in CI (optimization via Github Actions)Participation in the construction of a data-seeding tool. Its objective is to allow Cypress to reach its test object as quickly as possible.
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Education
- Virtual container managementGlobal Knowledge2018La gestion des containers virtuels
- Validation and testing of softwareORSYS2016Validation et tests des logiciels
Skill set
Categories
- Other