Open to opportunities

Swapnil Kapile

@swapnilkapile

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Cloud and AI/ML engineer building secure MLOps and conversational AI on GCP and AWS.

India

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What I'm looking for

I’m looking for a role where I can build secure, compliant conversational AI and scalable MLOps pipelines on GCP/AWS—delivering production-ready ML systems with strong governance, monitoring, and cost-effective infrastructure.

I’m a Cloud and AI/ML Engineer with hands-on experience delivering secure, compliant conversational AI and production ML systems across GCP and AWS. I’ve implemented guardrails for Dialogflow CX/Agent Studio conversational architectures and authored FADR/SADR technical documents covering Vertex AI, Speech to text, and Workbench instance features.

I build end-to-end ML pipelines and MLOps workflows using Vertex AI, SageMaker, Kedro, MLflow, and DVC—handling model versioning, monitoring, governance, and lifecycle management. Previously, I supported cloud infrastructure through EC2/VPC/S3/ELB and Linux administration, including IAM policies, backups, snapshots, and cost optimization to meet challenging business demands.

Experience

Work history, roles, and key accomplishments

Current

Cloud & ML Infrastructure Engineer

Current

Amolakchand Deutsche India Pvt Ltd

May 2023 - Present (3 years 2 months)

Hands-on Cloud & ML infrastructure work on GCP, including Compute Engine, IAM, Vertex AI, VPC, Cloud Storage, Artifact Registry, and Dialogflow CX/Agent Studio for secure conversational AI architectures. Authored technical documents and implemented secure configurations such as CMEK, Git integration, and DLP controls.

GCP Computation Engines IAM Vertex AI VPC Cloud Storage Artifact Registry Dialogflow Implicit Context Cache CAREER Object Playbook Speech to Text Workbench Instance CMEK Git Integration GKE Cloud Build CI CD Hyperparameter Tuning Batch Prediction Workflows

MLOps Engineer

Virtuous Global Services Pvt Ltd

Feb 2021 - May 2023 (2 years 3 months)

Built and maintained scalable machine learning pipelines with automated versioning and parallelization using Kedro, MLflow, and DVC. Deployed and operationalized models in production using AWS SageMaker and supported retraining based on new data and model degradation.

MLOps Kedro MLFlow DVC AWS Sagemaker Retraining Pipelines Pandas NumPy Model Monitoring And Lifecycle (Implied By MLOps Responsibilities)Infrastructure Maintenance

Cloud Support Engineer

Virtuous Global Services Pvt Ltd

Aug 2019 - Jan 2021 (1 year 5 months)

Provisioned and supported cloud infrastructure on AWS, including EC2 deployment, IAM role/policy setup, and networking using VPC and subnets. Managed storage and compute services such as S3, EBS, EFS, ELB/Autoscaling, and performed backup and cost-optimization activities.

AWS EC2 IAM AutoScaling VPC Subnets S3 S3 Bucket Policies EBS EFS Storage Management Cost Optimization Lifecycle Manager

Linux Trainee

Virtuous Global Services Pvt Ltd

Jul 2018 - Jul 2019 (1 year)

Supported Linux server administration by installing, configuring, and maintaining Linux operating systems and handling server-side operations and troubleshooting. Assisted with user access management and contributed to security monitoring and stability for business-critical activities.

Linux Linux Server Administration Troubleshooting User Access Management System Stability Security Monitoring