MLOps Engineer
4 weeks ago
Responsibilities :
- Strategize, plan, and deliver MLOps initiatives by liaising with key business stakeholders.
- Design, develop, and deploy complex AI/ML solutions on cloud infrastructure (using ML engineering, ML Ops workflows & tools) that can scale in response to changing business and technical requirements.
- Create infra and architecture diagrams.
- Ability to project manage, allocate activities to junior/senior ML engineers, and take them to closure.
- Improvise coding practices, support code reviews and bring in best practices for model management.
- Provide thought leadership in terms of new technologies and tools, and suggest improvements.
- Able to support the interview process to hire junior and senior ML engineers.
Role :
- Containerization and Orchestration : Deploy and manage machine learning models in production environments using Docker for containerization and Kubernetes for orchestration, ensuring scalability and reliability.
- MLOps Implementation: Establish and maintain MLOps pipelines, incorporating version control, continuous integration, and continuous deployment practices to streamline the machine learning model deployment lifecycle.
- Monitoring and Optimization: Implement monitoring solutions for deployed machine learning models, and continuously optimize infrastructure and workflows for performance and resource efficiency.
- Collaboration: Collaborate with data scientists, machine learning engineers, and DevOps teams to bridge the gap between development and operations, facilitating seamless integration of machine learning into the overall software development lifecycle.
- Security and Compliance: Implement security best practices in MLOps workflows, ensuring the confidentiality and integrity of machine learning models and data, and adhering to regulatory compliance requirements.
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