End-to-End AI Pipeline Designer

4 days ago


amravati, India beBeeMachineLearning Full time

AI Systems EngineerWe are seeking a highly skilled AI Systems Engineer to lead the design and implementation of end-to-end machine learning pipelines.Pipeline Design & Implementation(40%): Develop and deploy robust machine learning models for recommendation systems, search ranking, and classification problems.Design and implement feature engineering pipelines that handle real-world data noise and edge cases.Create robust data preprocessing and validation systems that ensure model reliability in production.Model Serving & DeploymentDeploy ML models using Docker containerization and REST API frameworks.Implement model serving solutions on cloud-based platforms with proper monitoring and alerting.Build MLOps pipelines using DevOps tools for experiment tracking and model registry management.Design scalable data workflows using data integration tools for ETL operations.Tech Leadership & CollaborationProvide technical guidance 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.Collaborate across teams to ensure seamless integration.Strategic Decision MakingEvaluate problems to determine optimal solutions: classical ML, GenAI, or simpler analytical methods.Design AI systems that integrate seamlessly with existing 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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