
AI Software Developer
3 days ago
We are looking for an experienced software developer to help deploy, scale, and manage machine learning models in production environments. You will work closely with data scientists and engineering teams to automate the machine learning lifecycle, optimize model performance, and ensure smooth integration with data pipelines.
Key Responsibilities:- Transform prototypes into production-grade models by building and maintaining machine learning pipelines and infrastructure across cloud platforms such as AWS, Azure, and GCP.
- Develop REST APIs or FastAPI services for model serving, enabling real-time predictions and integration with other applications.
- Collaborate with data scientists to design and develop drift detection and accuracy measurements for live models deployed.
- Ensure compliance with engineering standards and collaborate with data governance and technical teams.
Main Tasks:
- Maintain models in production by collaborating with data scientists and engineers to deploy, monitor, update, and manage models.
- Manage the full CI/CD cycle for live models, including testing and deployment.
- Develop logging, alerting, and mitigation strategies for handling model errors and optimize performance.
- Troubleshoot and resolve issues related to ML model deployment and performance.
- Support both batch and real-time integrations for model inference.
Contribute to the development and maintenance of the AI infrastructure, ensuring models are scalable, secure, and optimized for performance.
Collaborate with the team to establish best practices for model deployment, version control, monitoring, and continuous integration/continuous deployment (CI/CD).
Drive the adoption of modern AI/ML engineering practices and enhance the team's MLOps capabilities.
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