Senior Machine Learning Engineer

1 week ago


kolkata, India beBeeMachineLearning Full time

Artificial Intelligence Specialist Develop machine learning algorithms for complex business applications, including recommendation systems and search ranking.Design and implement scalable data pipelines to handle large datasets and improve model performance.Collaborate with cross-functional teams to integrate AI solutions into existing web application architectures.Implement feature engineering techniques to handle real-world data noise and edge cases.Stay current with ML best practices and provide technical guidance on model selection, evaluation metrics, and performance optimization.Production AI Systems & Deployment Deploy AI models using containerization and REST API frameworks (Flask/FastAPI).Implement model serving solutions on cloud platforms with proper monitoring and alerting.Build MLOps pipelines using MLflow for experiment tracking and model registry management.Design scalable data workflows using workflow management tools for ETL operations.Establish model versioning, rollback strategies, and performance monitoring in production environments.Technical Leadership & Collaboration Serve as a technical sounding board for team members on AI architecture and approach decisions.Mentor team members on best practices for production AI system design and implementation.Communicate complex technical concepts clearly to both technical and non-technical stakeholders.Guide strategic decisions on when to use traditional ML versus generative AI approaches.Collaborate across teams to ensure seamless integration of AI solutions.Strategic AI Decision Making Evaluate problems to determine optimal solutions: classical ML, GenAI, or simpler analytical methods.Integrate generative AI tools effectively into workflows without over-relying on them.Design AI systems that integrate seamlessly with existing web application architectures.Provide technical guidance on model selection, evaluation metrics, and performance optimization.Stay current with AI best practices while maintaining focus on practical, business-driven solutions.



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