MLOps Engineer
2 days ago
Job Title:
MLOps Engineer
Location:
Chennai/Hyderabad
Experience:
5 – 12 Years
Notice Period:
Immediate to 30 Days
Job Description
We are seeking an experienced
MLOps Engineer
to design, implement, and maintain scalable machine learning pipelines and infrastructure. The role requires a strong understanding of ML lifecycle management, CI/CD for ML models, and cloud platforms to ensure seamless integration between data science and production environments.
Key Responsibilities
- Build, deploy, and manage
end-to-end ML pipelines
from experimentation to production. - Develop and maintain
CI/CD workflows
for ML models. - Automate training, testing, monitoring, and retraining processes.
- Manage
model versioning, deployment, and scaling
in production environments. - Ensure
observability, logging, and monitoring
for ML models and pipelines. - Collaborate with data scientists, data engineers, and software engineers to deliver robust ML solutions.
- Optimize cost, performance, and reliability of ML infrastructure.
Required Skills
- Strong proficiency in
Python
and ML frameworks (TensorFlow, PyTorch, Scikit-learn). - Hands-on experience with
CI/CD tools
(GitHub Actions, Jenkins, GitLab CI/CD, Argo). - Proficiency in
Docker, Kubernetes, and container orchestration
. - Experience with
cloud platforms
(AWS Sagemaker, Azure ML, GCP Vertex AI). - Knowledge of
ML model monitoring, logging, and A/B testing
. - Understanding of
data pipelines, ETL, and feature stores
. - Strong problem-solving and debugging skills.
Good to Have
- Experience with
infrastructure as code (IaC)
using Terraform/CloudFormation. - Exposure to
data versioning tools
like DVC, MLflow, or Kubeflow. - Knowledge of
security and compliance
in ML systems.
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