
Yue LI
Senior Machine Learning Engineer
Salaire / Taux journalier
Paris, France
Freelance, ouvert au CDI
Peut venir sur site
Expertises
Langues
À propos
Introduction
ML Engineer with 6+ years building production-ready AI systems and real-time pipelines. Expertise in GCP/BigQuery ETL, sub-5ms inference deployment, and cross-functional leadership from requirements to monitoring. Specialized in end-to-end ML lifecycle management with proven success in fintech and adtech.
Expérience de travail
MACHINE LEARNING ENGINEER
Equativ
nov. 2023 - Présent
3 ans
Paris, France
• Collaborated with product managers and business analysts to define KPIs and success metrics, aligning ML models with strategic objectives. • Led the implementation of serverless ETL pipelines (GCP, BigQuery) to process raw data into business‑ready datasets for real‑time machine learning inference (latency < 5 ms). • Produced dashboards and presentations for product and executive teams to drive data‑informed decisions. • Delivered end‑to‑end ML lifecycle management including data validation, model training, deployment, and monitoring. • Conducted client‑style workshops internally to gather requirements, translate them into actionable technical tasks, and prototype solutions.
IT DEVELOPMENT MANAGER
Atlantic Financial Group
juil. 2021 - août 2023
2 ans 2 mois
Paris, France
• Led end‑to‑end delivery of a regulated financial platform, including requirements gathering, compliance alignment, and solution rollout. • Facilitated client workshops to define functional specifications and align technical architecture with business processes. • Collaborated with stakeholders to gather requirements and design a machine learning‑based recommendation engine aligned with CRM workflows and client segmentation needs. • Delivered technical documentation, test plans, and validation reports in line with industry‑standard practices.
APPLIED AI ENGINEER AND LECTURER‑RESEARCHER
ESME-Sudria | Ecole Spéciale de Mécanique et d'Electricité
sept. 2018 - juil. 2021
2 ans 11 mois
94200 Ivry-sur-Seine, France
• Directed collaborative AI projects with external partners, including an event matchmaking engine based on real‑time user behavior. • Delivered a network intrusion detection system using ML models, integrating cybersecurity requirements with advanced data science. • Designed and delivered technical training sessions for 50+ engineering students on AI, data pipelines, and model deployment, bridging academic knowledge with real‑world use cases. • Collaborated with external stakeholders (industry and startups) to define project requirements and deliver working prototypes.
R&D ENGINEER
Tellmeplus
mars 2018 - août 2018
6 mois
Montpellier Area, France
• Built predictive models on Hadoop/Spark clusters in a real‑time streaming context. • Deployed algorithms using Docker and Kubernetes in production settings.
R&D ENGINEER
Inria
mars 2017 - mars 2018
1 an 1 mois
Région de Rennes, France
• Collaborated within the EU Fed4FIRE+ consortium, working closely with multiple European partners to define work packages, responsibilities, and project milestones. • Presented solution architectures and technical approaches to consortium members, ensuring alignment across diverse stakeholders. • Contributed to the integration of experimental network platforms, enabling interoperability across federated testbeds.
PHD / RESEARCH ENGINEER
Orange
oct. 2013 - oct. 2016
3 ans 1 mois
Région de Rennes, France
• Contributed to the EU FP7 COMBO project, collaborating with multiple industrial and academic partners to define work packages and ensure alignment across deliverables. • Actively participated in dissemination of project results, including technical presentations, reports, and publications targeted at both technical and non‑technical audiences. • Delivered prototypes, technical documentation and patents to industrial stakeholders within collaborative innovation frameworks. • Organised and led training and teaching sessions, developing strong presentation, coaching, and knowledge transfer skills.
Research Internship: Optimizing Energy Consumption in Cloud Storage Systems
INRIA
nov. 2012 - juil. 2013
9 mois
Région de Rennes, France
• Study data consistency in Amazon Dynamo and Apache Cassandra • Study the MapReduce and Hadoop framework • Propose and implement an algorithm to optimize energy consumption in Cloud Computing, and deploy it on Grid’5000 (Perl, Python)
Internship: JAVA DEVELOPER
One2team
juil. 2011 - juil. 2012
1 an 1 mois
Région de Paris, France
• Work in AGILE mode and with Scrum for iterative development • Develop new features for the SaaS solution and enhance existing ones using Eclipse, JAVA, and REST • Propose simple, maintainable, relevant, and scalable technical solutions • Contribute to functional and architectural discussions, with a focus on ergonomics (HTML, CSS, JavaScript), performance, and simplicity • Maintain and update the virtual server under Linux using Shell BASH
Formation
Université de Rennes I
Doctor of Philosophy - PhD
2013 - 2016
4 ans
Université de Rennes I
Master's degree
2012 - 2013
2 ans
IMT Atlantique
Diplôme d'ingénieur Télécom Bretagne
2009 - 2013
5 ans
Xidian University
Bachelor's degree
2006 - 2009
4 ans
Portfolio
