05 Aug
|
HCL Technologies
|
Madurai
05 Aug
HCL Technologies
Madurai
Subject Matter Expert (Tools&Automation;)
Experience: Not Available to Not Available years
Location: Madurai, India
Skills: Python, TensorFlow, PyTorch, scikit-learn, Kubeflow, Seldon, MLFlow, Docker, Kubernetes, GCP, Azure, ETL, feature engineering, Prometheus, Grafana
Job Summary
Develop and deploy end-to-end microservices-based solutions for batch and real-time algorithms, including monitoring, logging, automated testing, and performance testing. • Design, implement, and optimize MLOps pipelines using tools such as Kubeflow, Seldon, MLFlow, Docker, and Kubernetes. • Collaborate with Data Scientists to enhance the ML model development process and ensure performance improvements.
Job Description :
• Proficiency in Python and experience with ML frameworks like TensorFlow, PyTorch, and scikit-learn.
• Strong understanding of MLOps best practices and tools, including Kubeflow, Seldon, MLFlow, Docker, and Kubernetes.
• Experience working with cloud platforms, especially GCP.
• Knowledge of data processing, ETL, and feature engineering techniques.
• Strong problem-solving skills and ability to work in a fast-paced, collaborative environment.
Key Responsibilities
Job Responsibilities :
• Ensure scalability, maintainability, and robustness of deployed machine learning models. • Monitor and troubleshoot ML model performance and infrastructure issues in production (experience with Prometheus and Grafana is valuable). • Support and enhance ML software infrastructure, including CI/CD, data storage, cloud services, security, and system monitoring. • Work with cloud platforms, particularly GCP and Azure, to optimize resource allocation and costs.
Skill Requirements
• Design, implement, and optimize MLOps pipelines using tools such as Kubeflow, Seldon, MLFlow, Docker, and Kubernetes.
Other Requirements
• Proficiency in Python and experience with ML frameworks like TensorFlow, PyTorch, and scikit-learn. • Strong understanding of MLOps best practices and tools, including Kubeflow, Seldon, MLFlow, Docker, and Kubernetes. • Experience working with cloud platforms, especially GCP. • Knowledge of data processing, ETL, and feature engineering techniques. • Strong problem-solving skills and ability to work in a rapid-paced, collaborative environment.
📌 Subject Matter Expert (Tools&Automation) (Madurai)
🏢 HCL Technologies
📍 Madurai