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Expert in MLOps and LLMOps Engineering
Il y a 3 mois
Overview of the Position
As a key member of the Artificial Intelligence Engineering team within the Group Emerging Technologies and Data (GETD) division at AXA, you will play a crucial role in driving AI-driven initiatives. This collaborative team focuses on developing AI solutions (such as proofs of concept and pilots) alongside AXA entities and strategic partners, while also establishing and promoting best practices, tools, and collaborative frameworks for AI and Generative AI across the AXA Group. Our diverse team of 10 professionals operates in a hybrid work environment, balancing remote and on-site collaboration across three countries: France, Spain, and Switzerland.
AXA stands as a global leader in insurance and asset management, serving over 100 million customers across nearly 60 countries. We harness the power of Artificial Intelligence to enhance our core insurance offerings, which include Property & Casualty, Life & Savings, and Health. As a responsible organization, AXA adheres to strong Responsible AI principles, emphasizing robustness, interpretability, fairness, and sustainability.
Primary Responsibilities
In your role as an LLMOps Engineer Expert, you will oversee the comprehensive lifecycle management of large language models (LLM) across AXA entities. Your responsibilities will encompass:
- Developing and disseminating best practices for LLMOps across AXA.
- Assessing and selecting optimal LLMOps tools to integrate best practices.
- Keeping abreast of industry trends and advancements in LLM technologies and operational methodologies.
- Participating in architecture design and validation sessions for Generative AI use cases.
- Contributing to the creation and enhancement of Generative AI use cases, including the development of standard processes, frameworks, templates, libraries, and best practices.
- Designing, implementing, and managing the infrastructure necessary for the effective operation of large language models in collaboration with AXA entities.
- Providing guidance and expertise to AXA entities in scaling Generative AI use cases.
- Acting as the authority on LLMOps practices, which includes: (1) Developing and maintaining CI/CD pipelines for LLM deployment, (2) Monitoring LLM performance and implementing optimizations, (3) Ensuring the security of LLM operations through thorough risk assessments and robust security measures.
- Collaborating with data and IT teams to streamline data collection, preparation, and model training processes.
Candidate Profile
Essential Qualifications
To excel in this position, candidates should possess:
- Proven experience in the industrialization of Generative AI projects utilizing best LLMOps practices.
- A solid foundation in computer science principles.
- Familiarity with LLM models and relevant techniques, as well as the tools and frameworks used for implementation (e.g., LangChain, LangSmith, Vector store, RLHF).
- Demonstrated experience in LLM monitoring and observability.
- Strong communication skills to engage effectively with both technical and non-technical stakeholders.
- The ability to lead technical presentations, workshops, and architecture design sessions.
- A proactive approach to learning and adapting to new trends in Generative AI.
- A collaborative mindset with strong relationship-building and influencing capabilities.
- Resilience and the capacity to thrive in a dynamic, fast-paced environment.
Preferred Qualifications
Additional qualifications that will be considered include:
- Practical knowledge of Infrastructure as Code.
- Familiarity with the insurance and finance sectors.
About AXA
AXA is a leading global insurance provider committed to fostering human progress by safeguarding what matters most. With a workforce of 153,000 employees across 54 countries, we serve 105 million customers, creating a vibrant and diverse community. Our values emphasize inclusion and diversity, nurturing a culture of respect for our employees, customers, and the communities we serve. At AXA, you will have the opportunity to shape your work experience and grow your potential while contributing to meaningful initiatives.
About the Entity
AXA is transforming into a sustainable, technology-driven organization, with AXA Group Operations acting as a major catalyst for this change. We lead the evolution of our insurance business model through technology and innovation, ensuring high-quality advisory and execution on a global scale.
Our presence spans 17 countries, supported by dedicated and highly skilled teams. We leverage technology, data, and security to achieve economies of scale and synergies when necessary.
What We Offer
Our commitment to equal opportunities encompasses all aspects of employment, including gender, LGBT+, disability, and diverse backgrounds. We strive to create a work environment where all employees are treated with dignity and respect, and where individual differences are valued.
