12 Aug
|
HCLTech
|
Chennai
Chennai, Tamil Nadu
Job Summary
This role is accountable for building, deploying, and maintaining robust machine learning pipelines and operational frameworks. The individual applies solid expertise in ML Ops and DevOps tools to automate workflows, optimize model lifecycle management, and ensure reliable delivery of ML solutions. They contribute to project success by implementing best practices, supporting process compliance, and providing technical input within the team.
Key Responsibilities
1. Implement and maintain ML pipelines using Python, MLflow, Kubeflow Pipelines, and TFX to automate model training, validation, and deployment processes.
3. Utilize infrastructure-as-code tools such as Terraform and AWS CloudFormation to provision and manage scalable cloud resources for ML workloads.
4. Integrate monitoring solutions like Prometheus, Grafana, ELK Stack, and Fluentd to track model performance, system metrics, and log analytics in production environments.
5. Ensure process compliance by using Git, GitHub, GitLab,
and Bitbucket for version control and code management within the team.
6. Participate in technical discussions and feasibility studies to evaluate technical alternatives and support architecture best practices for ML Ops solutions.
7. Prepare and submit status reports to highlight progress, minimize risks, and support project closure activities.
Design and implement automation solutions for cross-system workflows in a large-scale enterprise setting
Develop production-quality Python services, tools and utilities
Integrate LLM-based capabilities into internal platforms and workflows
Collaborate with engineers, product stakeholders and domain experts across multiple teams
Write clean, maintainable, and well-documented code following best practices
Build and maintain unit, integration, and end-to-end tests
Participate in code reviews and contribute to engineering standards
Leverage AI-assisted development tools to improve productivity a
📌 Mlops Technical Lead (Chennai)
🏢 HCLTech
📍 Chennai