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Job Description
Role Description
ML, Python, Kubernetes, Dockers, CI CD
- Design, implement, and maintain machine learning models to solve complex business problems.
- Work with large datasets to preprocess, clean, and transform data into formats suitable for ML model training.
- Evaluate model performance and fine-tune hyperparameters to improve accuracy, precision, and efficiency.
- Build and deploy predictive models for real-time or batch processing using Python and popular libraries such as TensorFlow, PyTorch, or scikit-learn.
- Develop, package, and deploy machine learning models as Docker containers for consistent deployment across environments.
- Use Kubernetes for orchestration and scaling of containerized applications, ensuring efficient resource utilization and availability.
- Implement automated deployment pipelines for model versioning and rollback using CI/CD tools.
- Create and manage CI/CD pipelines to automate the build, test, and deployment processes for machine learning models and related applications.
- Integrate machine learning workflows into CI/CD pipelines to streamline model training, evaluation, and deployment.
- Automate infrastructure management and scaling with Kubernetes and Docker, ensuring high availability and fast model deployments.
- Collaborate with data engineers, software engineers, and other stakeholders to ensure seamless integration of machine learning models into production systems.
- Provide support and troubleshooting for machine learning pipelines in a production environment, ensuring models run efficiently.
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- Mentor and guide junior team members in best practices for machine learning model deployment, automation, and scaling.
- Stay up-to-date with the latest advancements in machine learning, Kubernetes, Docker, and CI/CD technologies.
- Continuously improve deployment and model performance processes to ensure scalability, maintainability, and performance at scale.
- Contribute to the development of internal tools, libraries, and frameworks to improve the efficiency of model deployment and monitoring.
ML, Python, Kubernetes, Dockers, CI CD
Skills
PythonMachine LearningMlAnalystMl EngineerIf an employer asks you to pay any kind of fee, please notify us immediately. Jobaaj does not charge any fee from the applicants and we do not allow other companies also to do so.
Important dates & deadlines?
Application Deadline
13 Apr 25, 03:40 PM IST
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