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DevOps Engineer

Edvak EHRHyderabad, Telangana, India

5 hours ago

Job description

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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Engineer • Hyderabad, Telangana, India