- Lead end-to-end development and delivery of Machine-Learning applications, emphasizing operations and monitoring.
- Collaborate with multidisciplinary teams to understand business requirements, identify ML workflow requirements, improve processes, and implement new features.
- Perform software engineering tasks: requirements analysis, design, implementation, testing, deployment, code maintenance, etc.
- Develop pipelines for deployment and operation of ML applications, following CI/CD best practices.
- Implement optimization techniques to ensure efficient model inference, reducing computational costs and improving response times.
- Collaborate with Back-End Engineers to ensure the infrastructure supports the demands of the model, especially concerning GPU resources, memory, and storage.
- Contribute to architectural and technical documentation
- Degree in a quantitative or engineering field like Computer Science, Physics, Mathematics, Statistics, etc.
- 3-5 years of relevant professional experience in end-to-end data projects, from data cleaning to productionizing ML models.
- Several years of Python programming experience and overall strong software development skills
- Demonstrated knowledge of CI/CD pipelines, Jenkins & GitHub actions.
- Solid understanding of machine learning product lifecycle and the commonly associated components (MLOps)
- Understanding of multiple machine learning algorithms and techniques.
- Expertise in ML model deployment (familiar with REST APIs) and monitoring.
- Experience with containerization technologies such as Docker and Kubernetes.
- Solid knowledge of at least one major cloud platform, preferably Azure Cloud.
- Experience coordinating with various technical stakeholders (Engineers, Architects, Data Scientists) to achieve common goals.
- Strong ability to self-organize, take ownership of topics, and drive them to delivery together with team members.
- Fluency in English is required; additional languages are a plus.
- Insurance knowledge and proficiency in additional languages.
- Experience in newer ML approaches (LLM, computer vision, etc.).
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Machine Learning Engineer - India - Allianz Services
Description
Key Responsibilities:
Requirements:
Good to Have: