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Head of Machine Learning Platform
Il y a 2 mois
ABOUT CFM
Founded in 1991, we are a global quantitative and systematic asset management firm applying a scientific approach to finance to develop alternative investment strategies that create value for our clients.
We value innovation, dedication, collaboration and the ability to make an impact and together we create an environment for talented and passionate experts in research, technology and business to explore new ideas and challenge assumptions.
ABOUT THE ROLE
Mission:
As the Head of Machine Learning Platform at CFM, you will be responsible for designing, developing, and maintaining a robust infrastructure for the implementation and deployment of machine learning models.
You will play a key role in managing machine learning operations, from designing data preparation to deploying models into production.
Responsibilities:
- You design, develop, and maintain a scalable and reliable machine learning infrastructure,
- You work closely with Data Science teams to understand their needs and ensure seamless integration of ML models into the platform, from conception to production,
- You collaborate with technical teams to integrate the platform into CFM technological ecosystem and stack,
- You manage data preparation and availability processes for model training,
- You implement version control and documentation practices to ensure model traceability,
- You oversee model deployment on cloud environments, ensuring security and scalability,
- You work closely with security teams to ensure compliance with data security and privacy standards,
- You lead model optimization efforts to improve performance and operational efficiency,
- You manage a team of ML / MLOps engineers working on the machine learning platform,
- You stay abreast of technological advancements for continuous awareness of developments in machine learning,
- You ensure the global efficiency and relevance of the ML Platform in relation to CFM business needs
SKILLSET REQUIREMENTS/QUALIFICATIONS
- A demonstrated experience in designing and managing machine learning platforms,
- A strong understanding of machine learning concepts, best practices and popular frameworks such as TensorFlow, PyTorch, scikit-learn, etc,
- An in-depth knowledge of MLOps ecosystem, solutions, tooling, and underlying cloud services, particularly AWS, Azure, or Google Cloud,
- A proficiency in programming languages and data processing frameworks (typically Python, Spark),
- A real experience of project management, ability to work effectively with cross-functional teams, excellent communication and leadership skills,
- An experience in managing the security of machine learning models and compliance with data privacy regulations.
- You are known for your ability to solve complex problems and make strategic decisions.
- You are committed to professional development and continuous learning.
EQUAL OPPORTUNITIES STATEMENT
We are continuously striving to be an equal opportunity employer and we prohibit any discrimination based on sex, disability, origin, sexual orientation, gender identity, age, race, or religion. We believe that our diversity, breadth of experience, and multiple points of view are among the leading factors in our success.
CFM is a signatory of the Women Empowerment Principles
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