Machine Learning Professional

6 days ago


vadodara, India beBeeMachineLearning Full time

Machine Learning SpecialistAbout the Role:We are seeking a seasoned Machine Learning Specialist to lead our AI initiatives and develop cutting-edge predictive models.The ideal candidate will have expertise in designing and implementing end-to-end ML pipelines for complex business applications.Key Responsibilities:Design and implement traditional ML models using techniques such as ensemble methods, SVMs, gradient boosting, and neural networks.Develop time series forecasting models and ranking algorithms for strategic business applications.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 environments.Deployment and Integration:Deploy ML models using Docker containerization and REST API frameworks (Flask/FastAPI).Implement model serving solutions on Azure Container Instances with proper monitoring and alerting.Build MLOps pipelines using MLflow for experiment tracking and model registry management.Design scalable data workflows using Apache Airflow and Azure Data Factory for ETL operations.Leadership and Collaboration:Serve as a technical sounding board for AI team members on ML architecture and approach decisions.Mentor team members on best practices for production ML system design and implementation.Communicate complex technical concepts clearly to both technical and non-technical stakeholders.Collaborate across AI, web development, and system architecture teams to ensure seamless integration.Strategic 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 ML systems that integrate seamlessly with existing web application architectures.Provide technical guidance on model selection, evaluation metrics, and performance optimization.



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