DevOps Engineer
2 weeks ago
Experience Required:** 5-7 years
**Job Description:**
We are looking for an experienced Devops Engineer to join our team and help streamline and scale our machine learning workflows.
The ideal candidate will have
5-7
years of hands-on experience in deploying, monitoring, and maintaining machine learning models in production environments.
**Key Responsibilities:**
Design, develop, and maintain scalable and automated Devops and Machine learning CICD pipelines for build, deploying and monitoring infrastructure and ML models.
Implement best practices for CI/CD in Java/Node/Python Build and Deployment Pipelines and Knowledge in machine learning pipelines
Manage model versioning, lifecycle management, and monitoring of models post-deployment.
Collaborate with data scientists to ensure models are production-ready, focusing on scalability, security, and performance.
Automate data pre-processing, feature engineering, model training, and model evaluation workflows.
Monitor the health and performance of models in production and optimize for cost-efficiency and scalability.
Develop and maintain infrastructure for managing large-scale machine learning workflows using cloud platforms (AWS, Azure, GCP).
Troubleshoot issues and optimize model deployment infrastructure to ensure high availability and performance.
Work closely with DevOps to build infrastructure-as-code solutions for managing cloud resources.
Maintain proper documentation of MLOps processes, tools, and frameworks.
*Tech Stack*
Experience with cloud platforms such as **AWS**, **Azure**, or **GCP**.
Strong programming skills in **Python** and **Pyspark**
Knowledge of **CI/CD** pipelines (preferably GIT LAB) and infrastructure-as-code tools such as **Terraform**, **CloudFormation**
Knowledge of containerization technologies like **Docker** and orchestration using **Kubernetes**.
Knowledge on *CPU, GPU* based deployments
Experience with monitoring and logging tools mainly *DataDog*
Familiarity with **data pipelines** and **ETL frameworks**
Strong understanding of security and compliance aspects related to machine learning in production.
Experience in code repos like *Bitbucket* , GitLab, GitHub
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