About the Company

Descartes & Mauss
Location: Paris
Employment Type: Permanent contract
Salary: Not specified

About the Role

Job Title: ML Ops Engineer (Sep 2025 Talent Pool)
Location: Paris
Employment Type: Permanent contract

Job Summary

Join our talent pool as an ML Ops Engineer. This posting invites passionate professionals interested in technology and AI to connect with us. By submitting your application, you’ll be first in line for future openings.

Responsibilities

1. Model Deployment and Monitoring

   • Deploy machine learning models in batch and real-time environments on AWS.
   • Implement robust monitoring and alerting for ML models in production.
   • Develop model retraining strategies and manage workflow orchestration using Vertex AI.
   • Track experiments and manage model registry and versioning using tools like Vertex AI or MLflow.

Preferred Experience

• Proven experience (1-3 years) in deploying and maintaining machine learning models in production environments.
• Proficiency in Python and ML libraries such as PyTorch and TensorFlow.
• Strong understanding of ML algorithms and deep learning architectures.
• Experience with big data tools (Pyspark/Polars) and data streaming (Dataflow).
• Knowledge of ETL/ELT processes and data preprocessing techniques.
• Deep familiarity with model deployment and monitoring on AWS.
• Strong problem-solving skills and ability to work in a collaborative environment.
• Fluent in English and comfortable working in an international environment.

Bonus Points

• Proven experience with workflow orchestration tools.
• Familiarity with experiment tracking and model versioning tools (MLflow).
• Understanding of SQL and NoSQL databases.
• Proven experience in developing recommender systems, fraud detection systems, or similar ML applications.
• Experience with AWS services and maintaining models on AWS.

Recruitment Process

• 30 mins chat with Julie, Talent Acquisition Specialist
• 30 mins chat with the hiring manager
• A Case Study
• Office tour & meet the team (if you’re Paris based)

Benefits and Perks

• Flexible and hybrid work arrangements