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Machine Learning Engineer with 10+ years deploying ML/AI systems in production, specializing in end-to-end delivery with strong Python skills and hands-on deep learning using PyTorch and TensorFlow. I build and maintain scalable data pipelines and production-grade APIs, with a focus on reliability, evaluation, and monitoring for real-world deployments. I work closely with product, data, and engineering teams to translate technical requirements into impactful AI-driven features. My production experience includes AWS-based solutions (EC2, RDS, S3, API Gateway, IAM) and reliability practices aligned with CI/CD workflows, along with regulated-environment delivery where accuracy, security, and stability are critical.…Machine Learning Engineer with 10+ years deploying ML/AI systems in production, specializing in end-to-end delivery with strong Python skills and hands-on deep learning using PyTorch and TensorFlow. I build and maintain scalable data pipelines and production-grade APIs, with a focus on reliability, evaluation, and monitoring for real-world deployments. I work closely with product, data, and engineering teams to translate technical requirements into impactful AI-driven features. My production experience includes AWS-based solutions (EC2, RDS, S3, API Gateway, IAM) and reliability practices aligned with CI/CD workflows, along with regulated-environment delivery where accuracy, security, and stability are critical.

VAMSHI KRISHNA

AI Engineer, DevOps Developer, Software Engineer, +3

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Machine Learning Engineer with 10+ years deploying ML/AI systems in production, specializing in end-to-end delivery with strong Python skills and hands-on deep learning using PyTorch and TensorFlow. I build and maintain scalable data pipelines and production-grade APIs, with a focus on reliability, evaluation, and monitoring for real-world deployments. I work closely with product, data, and engineering teams to translate technical requirements into impactful AI-driven features. My production experience includes AWS-based solutions (EC2, RDS, S3, API Gateway, IAM) and reliability practices aligned with CI/CD workflows, along with regulated-environment delivery where accuracy, security, and stability are critical.…Machine Learning Engineer with 10+ years deploying ML/AI systems in production, specializing in end-to-end delivery with strong Python skills and hands-on deep learning using PyTorch and TensorFlow. I build and maintain scalable data pipelines and production-grade APIs, with a focus on reliability, evaluation, and monitoring for real-world deployments. I work closely with product, data, and engineering teams to translate technical requirements into impactful AI-driven features. My production experience includes AWS-based solutions (EC2, RDS, S3, API Gateway, IAM) and reliability practices aligned with CI/CD workflows, along with regulated-environment delivery where accuracy, security, and stability are critical.

Available to hire

Machine Learning Engineer with 10+ years deploying ML/AI systems in production, specializing in end-to-end delivery with strong Python skills and hands-on deep learning using PyTorch and TensorFlow. I build and maintain scalable data pipelines and production-grade APIs, with a focus on reliability, evaluation, and monitoring for real-world deployments.

I work closely with product, data, and engineering teams to translate technical requirements into impactful AI-driven features. My production experience includes AWS-based solutions (EC2, RDS, S3, API Gateway, IAM) and reliability practices aligned with CI/CD workflows, along with regulated-environment delivery where accuracy, security, and stability are critical.

Skills

Experience Level

Expert

Expert

Expert

Expert

Expert

Expert

Expert

Expert

Expert

Expert

Expert

Expert

Expert

Expert

Expert

Intermediate

Language

Aragonese

Intermediate

English

Advanced

Work Experience

Senior AI Engineer - Kairos Agentic-AI Platform at NCS Group, Singapore (Client: Singtel Group)

September 1, 2025 - Present

Designed, developed, and deployed production AI/ML features end-to-end using Python with AWS Bedrock/Claude and agentic frameworks (LangChain, LangGraph). Built scalable APIs and data pipelines for AI-driven services. Implemented model monitoring and evaluation practices for a regulated Government engagement (Ministry of Law PriSMS), improving performance and reliability using AWS monitoring/audit tooling (CloudWatch, CloudTrail). Performed production troubleshooting and resolution with cross-functional product and engineering teams to ensure high availability.

Agent / AI Engineer at Kairos Agentic-AI Platform (Client: Singtel Group)

January 1, 2025 - Present

Owned the agent layer end-to-end, building autonomous multi-step agentic loops with tool-calling, context management, and durable long-running memory/state using PostgreSQL with suspend/resume and Human-in-the-Loop. Built agent-driven GitHub and CI/CD workflows for automated code review, test generation, and release processes with robust permission models, approval states, and audit logging for sensitive changes. Implemented systematic evaluation pipelines (e.g., LLM-as-judge) to measure agent quality and diagnose failure modes and edge cases. Set standards for Claude Code and GitHub Copilot usage across a 5–10 engineer team to drive high-velocity AI-assisted engineering.

Solutions Architect (InSight, IDP, GenAI, ECM, Tungsten Automation, RPA, BPM) at Iron Mountain Singapore Pte Ltd

August 1, 2022 - September 1, 2025

Deployed AI/ML-enabled production systems for banking, government, and commercial clients by building scalable data pipelines and APIs, driving ~60% reduction in manual document handling. Conducted code reviews and technical design discussions, ensuring best practices in ML/AI engineering across regulated engagements. Focused on production delivery and integration with existing enterprise workflows and platforms.

AI / Software Engineer at Iron Mountain Singapore Pte Ltd

August 1, 2022 - January 1, 2025

Built LLM-powered automation and product capabilities from prototype to production including RAG, document intelligence, and workflow agents for banking, government, and commercial clients. Delivered ~40% efficiency gains and reduced manual effort by ~70%, supporting 200k+ documents per month. Contributed to product definition and UX with product/engineering teams, building reusable components and accelerators to improve delivery speed and maintainability.

Software Engineer / Solutions Architect at Prudential Assurance Company Pte Ltd

January 1, 2022 - August 1, 2022

Built AI-based decisioning services and Azure integrations (PaaS). Established reusable patterns and best practices for AI service implementation and integration in an enterprise environment.

Automation Engineer - Manager at Prudential Assurance Company Singapore

September 1, 2021 - August 1, 2022

Led a team delivering automation solutions to improve operational efficiency while ensuring security and compliance. Mentored team members and executed strategic delivery within the intelligent automation practice in the insurance domain, with emphasis on secure and compliant production outcomes.

Software Engineer at Fuji Xerox (Fujifilm Business Innovation Asia Pacific)

September 1, 2019 - August 1, 2021

Fine-tuned pretrained deep learning models using PyTorch and TensorFlow for task-specific use cases, integrated with RPA and intelligent document processing to automate and optimize workflows. Used SQL (MySQL, Microsoft SQL Server) to query and analyze data for scalable insights, supporting production automation and AI-enabled document workflows.

Senior Engineer - Digital Transformation at Fujifilm Business Innovation Asia Pacific Pte Ltd

September 1, 2019 - January 1, 2022

Engineered cloud, ML, and automation solutions and implemented governance for architecture reviews, code quality, security, and performance. Focused on improving engineering rigor and operational readiness while delivering transformation initiatives.

Enterprise RPA Consultant at Neutrinos, Jaynagar, Bangalore, India

April 1, 2018 - August 1, 2019

Developed, tested, and deployed automation solutions integrating RPA with AI/ML and analytics. Monitored performance and ROI of delivered solutions and ensured compliance and security best practices throughout deployments.

Software Engineer at MPIG Generali (Kuala Lumpur) / Portivity (Dubai)

January 1, 2017 - January 1, 2019

Delivered backend and full-stack engineering work across Malaysia and the Middle East, including development, integration, testing, and production support. Built foundations for reliable engineering delivery across multiple client contexts.

Associate Software Engineer at IHS Markit

November 1, 2015 - March 1, 2018

Collaborated with cross-functional teams to build and maintain software applications supporting business needs. Participated in code reviews, testing, and debugging across the software development lifecycle, from requirements through deployment and support.