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I’m Sumitpal Singh Rawat, an AI Engineer with a Master of Information Systems Security Management and 10+ years turning client feedback into actionable intelligence. I design end-to-end AI solutions on GCP, fine-tune BERT for sentiment analysis, and deploy scalable Python apps that drive product decisions. I’m a product-minded engineer who thrives on collaborating with domain experts, mentoring teammates, and building governance and documentation to ensure responsible AI programs deliver measurable value to product teams, frontline staff, and leadership. I specialize in the full AI model lifecycle—from data ingestion and model fine-tuning to generation, deployment, monitoring, and governance. I enjoy translating business needs into practical AI solutions, leading cross-functional initiatives, and delivering high-fidelity intelligence for leadership dashboards.…I’m Sumitpal Singh Rawat, an AI Engineer with a Master of Information Systems Security Management and 10+ years turning client feedback into actionable intelligence. I design end-to-end AI solutions on GCP, fine-tune BERT for sentiment analysis, and deploy scalable Python apps that drive product decisions. I’m a product-minded engineer who thrives on collaborating with domain experts, mentoring teammates, and building governance and documentation to ensure responsible AI programs deliver measurable value to product teams, frontline staff, and leadership. I specialize in the full AI model lifecycle—from data ingestion and model fine-tuning to generation, deployment, monitoring, and governance. I enjoy translating business needs into practical AI solutions, leading cross-functional initiatives, and delivering high-fidelity intelligence for leadership dashboards.

Sumitpal Singh Rawat

AI Engineer, Data Scientist, Full Stack Developer, +2

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I’m Sumitpal Singh Rawat, an AI Engineer with a Master of Information Systems Security Management and 10+ years turning client feedback into actionable intelligence. I design end-to-end AI solutions on GCP, fine-tune BERT for sentiment analysis, and deploy scalable Python apps that drive product decisions. I’m a product-minded engineer who thrives on collaborating with domain experts, mentoring teammates, and building governance and documentation to ensure responsible AI programs deliver measurable value to product teams, frontline staff, and leadership. I specialize in the full AI model lifecycle—from data ingestion and model fine-tuning to generation, deployment, monitoring, and governance. I enjoy translating business needs into practical AI solutions, leading cross-functional initiatives, and delivering high-fidelity intelligence for leadership dashboards.…I’m Sumitpal Singh Rawat, an AI Engineer with a Master of Information Systems Security Management and 10+ years turning client feedback into actionable intelligence. I design end-to-end AI solutions on GCP, fine-tune BERT for sentiment analysis, and deploy scalable Python apps that drive product decisions. I’m a product-minded engineer who thrives on collaborating with domain experts, mentoring teammates, and building governance and documentation to ensure responsible AI programs deliver measurable value to product teams, frontline staff, and leadership. I specialize in the full AI model lifecycle—from data ingestion and model fine-tuning to generation, deployment, monitoring, and governance. I enjoy translating business needs into practical AI solutions, leading cross-functional initiatives, and delivering high-fidelity intelligence for leadership dashboards.

Available to hire

I’m Sumitpal Singh Rawat, an AI Engineer with a Master of Information Systems Security Management and 10+ years turning client feedback into actionable intelligence. I design end-to-end AI solutions on GCP, fine-tune BERT for sentiment analysis, and deploy scalable Python apps that drive product decisions. I’m a product-minded engineer who thrives on collaborating with domain experts, mentoring teammates, and building governance and documentation to ensure responsible AI programs deliver measurable value to product teams, frontline staff, and leadership.

I specialize in the full AI model lifecycle—from data ingestion and model fine-tuning to generation, deployment, monitoring, and governance. I enjoy translating business needs into practical AI solutions, leading cross-functional initiatives, and delivering high-fidelity intelligence for leadership dashboards.

Skills

Experience Level

Expert

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Expert

Work Experience

AI Engineer at Tyke Invest

December 1, 2023 - December 1, 2025

Architected an end-to-end AI intelligence platform on GCP Vertex AI, ingesting data from 6+ sources to power a client feedback engine; fine-tuned BERT models for multi-label sentiment analysis, directly influencing product roadmap decisions. Developed and deployed Gemini-based RAG pipelines to synthesize unstructured client feedback into structured, actionable reports, eliminating the need for complex SQL queries by business stakeholders. Engineered robust CI/CD pipelines using GitHub Actions and Cloud Build, automating model training, evaluation, and blue-green deployments to Cloud Run, reducing release cycle latency by 60%. Established a comprehensive AI governance framework, authoring system architecture diagrams, data flow specifications, and codebase standards that reduced new engineer onboarding time by 40%. Implemented automated drift detection and performance alerting for 12 production models using Vertex AI Monitoring and Cloud Functions, ensuring high-fidelity intelligence fo

Machine Learning Intern at Tyke Invest

May 1, 2023 - November 1, 2023

NLP Pipeline Development: Designed and deployed NLP pipelines for automated text classification and Named Entity Recognition (NER) using fine-tuned BERT models, achieving 91% accuracy on production datasets. Infrastructure Optimization: Migrated legacy batch-scoring jobs to GCP Dataflow and BigQuery, reducing cloud infrastructure costs by 35% while accelerating data freshness from daily to near-real-time. Experiment Tracking: Standardized MLOps practices by implementing MLflow for experiment tracking and version control on GitHub, enabling reproducible comparisons across 30+ model iterations. Business Intelligence: Collaborated with analysts to translate operational requirements into ML features, delivering dynamic dashboards utilized by 200+ internal users.

Security Analyst at GMO GlobalSign

January 1, 2020 - August 1, 2022

SIEM threat hunting across 1M+ endpoints; endpoint protection across 500+ nodes; automation with PowerShell to save 15+ hours weekly; phishing simulation campaigns reducing user clicks 25%. Merger & Acquisition Security: Conducted technical due diligence for acquired clinics, ensuring secure network integration and zero downtime for critical 24/7 clinical operations.

SOC Engineer at British Telecom

December 1, 2016 - January 1, 2020

Threat detection across 1M+ endpoints; incident response; L1/L2 automation; process improvement; RCA documents for ISO 27001 compliance.

Network Engineer at CMS Info Systems

September 1, 2014 - December 1, 2016

Cisco infrastructure management; LAN/WAN optimization; hardware hardening; 802.1x authentication and secure data traffic across multi-site branches.