Headline

Cloud & AI Solutions Leader | AWS ,Azure, CKA Certified | Senior AI Platform Engineer | Building Enterprise MLOps & AI/ML Platforms with Kubernetes & DevSecOps

About

Hello! I am Sourav Das, a Senior Cloud, DevOps & MLOps Engineer with over 9 years of experience in delivering innovative and scalable cloud-native and AI/ML solutions across various sectors, including BFSI, Product, and Technology. My expertise lies in platform engineering, SRE, DevOps, and cloud architecture, where I have successfully led cross-functional teams to drive impactful results. Currently, I am spearheading AI/ML initiatives at IBM, focusing on deploying AI Agents and production-scale ML models for a US banking and insurance client. Throughout my career, I have developed a strong proficiency in multi-cloud architecture and DevSecOps, utilizing tools such as AWS SageMaker, GCP Vertex AI, and Terraform. I am passionate about leveraging technology to solve complex problems and enhance operational efficiency. My commitment to excellence has been recognized through multiple client appreciations and awards for my contributions to DevOps and MLOps implementations. Key Achievements: - Enabled Generative AI adoption across production workloads, improving AI-driven model efficiency by 50%. - Reduced cloud infrastructure costs by 70% through automated resource scaling and optimized usage of AWS, EKS, and Fargate clusters. - Improved ML pipeline reliability and reduced production errors by 35% via enhanced monitoring, alerting, and proactive model validation.

Location

Bengaluru

AI stack

claude

hugging face

langchain

langgraph

ollama

openai

Work experience

Senior DevOps Engineer ( AI / ML) at SAP, Mar 2026 - Present · 6 mos, Bengaluru

Senior Infrastructure Specialist at IBM, Dec 2023 - Mar 2026 · 2 yrs 4 mos, Kolkata, In my current role at IBM, Leading a cross-functional team of 10–12 members to deliver ML/AI deployments and operations for production-scale applications. Designing and deploying AWS SageMaker domains integrated with Neptune clusters for scalable ML solutions. Developing a GenAI proxy API in Python to integrate with GCP, streamlining Data Scientists’ model development and experimentation workflow. Integrating LLM-based Generative AI workflow and Agentic AI using LangChain, GenAI proxy, and HuggingFace models. Creating EKS Fargate clusters with Terraform & automating model triggers via OpenShift jobs. Implementing ML pipelines with SageMaker Pipeline, MLFlow and Tecton Feature Store. Creating AI Agents in AWS Bedrock using Anthropic models with baseline policy frameworks. Creating RAG that helps accelerate business enterprise wide. Achievements: I have successfully enabled Generative AI adoption across production workloads, resulting in a 50% improvement in AI-driven model efficiency. Furthermore, I reduced cloud infrastructure costs by 70% through automated resource scaling and optimized usage of AWS, EKS, and Fargate clusters. My efforts have also led to a 35% reduction in production errors by enhancing monitoring and proactive model validation.

Technology Architect consultant at Accenture Australia, Jan 2023 - Dec 2023 · 1 yr, Sydney, New South Wales, Australia, Working as Senior Platform engineer and working on migration of an end-to-end to application to an AWS account. Creating Infrastructure pipeline(using AWS CDK), application pipeline and other AWS components( like IAM roles, DynamoDB, Load balancers etc.) from scratch Working as solution architect. Creating a multi-tier non-prod environment (int, dev, test etc.) using Terraform in Azure Designed and working on an end-to-end DevSecOps pipeline CICD process using Jenkins, Docker, SonarQube using security-first principle to uplift and optimize the existing DevOps process for the client. Automating and refining the platform in AWS for the clients. Architected and operated an application in EKS and implemented CICD application deployment using GitOps methodology using Helm and Argo CD.

IT Analyst at Tata Consultancy Services, Sep 2016 - Sep 2022 · 6 yrs 1 mo, Sydney, NSW, Worked as cloud platform engineer. Provisioned entire infrastructure using CloudFormation. Also managed configuration management across multiple servers using ansible. Have automated the process of infrastructure provisioning. Worked on AWS DevOps for code deployment and CICD deployment process including Jenkins. Architected multiple end to end CICD pipeline projects using Jenkins file and deployment to EC2, lambda. Designed and created multiple projects in AWS (including S3, Lambda, CloudFront etc.) as cloud specialist and well versed in SCM (Git, Bitbucket) for branch and code merge. Created the Python scripts to automate Daily health check report and deletion of Old EBS snapshots and other scenarios to reduce the cost and improve effectiveness.

Education

Bachelor of Technology, Electrical and Electronics Engineering, Meghnad Saha Institute Of Technology(MSIT)

Bachelor of Technology - BTech, Electrical and Electronics Engineering, Meghnad Saha Institute Of Technology