DevMLOps & AIOps Engineer on AWS

Vinit Kumar

+91-897******* *************@*****.***

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Summary

DevOps, MLOps, and AIOps Engineer with nearly 5 years of experience in building and deploying scalable, secure cloud systems on AWS. Specialized in end-to-end ML pipelines, RAG-based AI applications, and CI/CD automation using Python, Docker, and modern tools. Proven ability to design production-grade infrastructure with a strong focus on performance, reliability, IAM-based security, and cost-efficient scaling. Experience

Senior DevMLOps Engineer September 2025 – Present

Eartheye Space, Thiruvananthapuram, Kerala

• Deployed, monitored, and maintained a RAG-based chatbot backend on AWS (FastAPI, EC2, Bedrock, DocumentDB), ensuring stable performance, low latency, and secure IAM-based access.

• Built an end-to-end MLOps pipeline using Jenkins, Amazon ECR, and SageMaker Pipelines, automating training, evaluation, and deployment with MLflow model registry; enabled event-driven retraining via S3 and drift detection, and improved build times by switching from pip to uv for dependency management, with real-time inference on auto-scaled SageMaker endpoints.

• Set up a full staging environment aligned with production, including DB migration flow, domain setup, CSP policies, and deployment of admin services, Node APIs, and background job servers to support end-to-end testing.

• Set up role-based access control using AWS IAM Identity Center, creating team-specific permission sets (ML, Backend, Frontend, QA, GenAI, Annotation) with least-privilege access to services like S3, CloudWatch, Bedrock, Batch, API Gateway, and Secrets Manager.

• GitHub repository access is restricted by team, ensuring that users can only view and work on their own team repositories, improving access control and code security. DevOps Engineer June 2022 – September 2025

Netgear Research, Bangalore, Karnataka

• Deployed and automated secure VPN infrastructure across cloud and on-premises environments, integrated with Secure Internet Access to enhance network privacy and enable identity-based access control.

• Implemented Jenkins CI/CD pipelines for linting, testing, building, and deployment, ensuring seamless and reliable software delivery.

• Leveraged AWS services including EC2, Lambda, S3, SageMaker, Cognito, and IAM/Identity Center for scalable compute, automation, and access management

• Automated server provisioning and configuration using Ansible, improving deployment consistency and re- ducing setup time.

• Configured Prometheus and Alertmanager with PagerDuty integration for proactive monitoring and inci- dent management, and incorporated Chaos Monkey to simulate infrastructure failures and validate system resilience under stress.

• Developed Flask-based APIs using Pandas, Paramiko, and regex for server data processing, and built Python monitoring systems integrated with Slack for real-time network traffic alerts. Trainee Software Engineer August 2021 – June 2022

TEAMF1 Networks, Hyderabad, Telangana

• Configured and managed a wide array of network protocols, including FTP, TCP, UDP, HTTP, HTTPS, SSH, and DNS.

• Worked on configuring and managing various networking devices, including switches, routers, firewalls, and load balancers.

• Set up LAN and WAN networks, ensuring seamless communication and robust security measures for efficient performance.

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Projects

Security Hardening

• Developed and implemented a robust automation script for Ubuntu security hardening, utilizing CIS con- trols, Lynis, and Wazuh-agent for comprehensive assessments and threat detection. Enhanced SSH security, enforced strong passwords with expiration, ensured critical file permissions, and configured network settings to reduce system vulnerabilities and improve resilience. Farmer Grievance Web Portal

• The Farmer Grievance Web Portal project aims to provide a user-friendly online platform for farmers to lodge and address their grievances effectively, facilitating timely resolution and enhancing communication with relevant agricultural authorities.

NIM Game Algorithm

• The NIM game involves piles of objects, and players take turns removing objects until only one pile is left. The winning strategy can be determined using the binary XOR operation. Education

Master of Computer Applications (MCA) CGPA: 7.3

University of Hyderabad, Hyderabad, Telangana

Bachelor of Science (Mathematics) 61%

Dr. B.R. Ambedkar University, Agra, Uttar Pradesh

Technical Skills

Programming Languages & Scripting: Python, Bash, Groovy Frameworks & Libraries: Flask, Pandas, Pytorch,

DevOps & MLOps Tools: Jenkins, GitHub, GitHub Actions, MLflow, Ansible, Prometheus, SonarQube, uv Package Manager

Cloud Platforms: AWS, Linux, Ubuntu, VirtualBox

AWS Services: EC2, ECS, Fargate, ECR, VPC, S3, EBS, EFS, Route53, CloudWatch, API Gateway, AWS Lambda, CloudFront, IAM, Identity Center, Cognito, Load Balancers, Batch Jobs, CDK Containerization & Orchestration: Docker, Kubernetes Databases & Migration: MongoDB, DocumentDB, vectorDB, Database Migration AI & Generative AI: SageMaker AI, Bedrock, Guardrails Security & Networking: Cybersecurity, Network Security, Vulnerability Assessment Cloud Optimization & Monitorin: Cost Optimization, CloudWatch, Prometheus, Grafana Hardware & Networking Devices: Routers, Switches, Orange Pi Certifications

• Google Cybersecurity Certification

• SQL Injection Attack – EC-Council

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