About Kevin
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Experience
- FreelanceFreelance AI & MLOps Engineer | Cloud Solutions ArchitectDIGITAL AND ITMarch 2025 - Today (1 year and 3 months)As an AI/MLOps Engineer and Cloud Architect, I specialize in one thing:building end-to-end, production-grade systems on the cloud.My portfolio is the tangible proof of my core philosophy (Automation, Serverless-First, Cost-Optimization) in action:๐ฃ๐ฟ๐ผ๐ท๐ฒ๐ฐ๐ ๐ญ: ๐ฅ๐ฒ๐๐ถ๐ฒ๐๐๐ฒ๐ป๐ ๐๐ (๐ฆ๐ฒ๐ฟ๐๐ฒ๐ฟ๐น๐ฒ๐๐ ๐ ๐๐ข๐ฝ๐)โข Engineered a multi-layer AI pipeline that processes customer reviews, transforming raw feedback into actionable insights, at an estimated cost of ~$9 per million reviews.โข Built an end-to-end pipeline using Terraform (IaC) and a Step Functions "fan-out" architecture.โข Solved AWS's 10GB size & dependency limits by containerizing 4 Hugging Face models with Docker Lambdas.๐ฃ๐ฟ๐ผ๐ท๐ฒ๐ฐ๐ ๐ฎ: ๐ฉ๐๐ - ๐ฉ๐๐ง ๐๐ผ๐บ๐ฝ๐น๐ถ๐ฎ๐ป๐ฐ๐ฒ ๐ ๐ผ๐ป๐ถ๐๐ผ๐ฟ (๐๐ถ๐ป๐ง๐ฒ๐ฐ๐ต ๐๐๐๐ผ๐บ๐ฎ๐๐ถ๐ผ๐ป)โข Designed a serverless pipeline that processes invoices at scale, creating a fully auditable and compliant data trail for FinTech, at an estimated cost of ~$18 per 10,000 invoices.โข Automated the workflow with a 100% serverless, AWS SAM (IaC) pipelineโข Leveraged AWS Textract (intelligent OCR) to extract data from scanned PDFs and AWS Glue/Athena to make it queryable.๐ฃ๐ฟ๐ผ๐ท๐ฒ๐ฐ๐ ๐ฏ: ๐๐ฎ๐๐ฎ ๐๐ผ๐๐ป๐ฑ๐ฎ๐๐ถ๐ผ๐ป๐ ๐๐ผ๐ฟ ๐๐ (๐ฆ๐๐ฟ๐ฎ๐๐ฒ๐ด๐ถ๐ฐ ๐๐๐ง)โข This project captures my strategic playbook for Data Governance, turning chaotic data silos into a governed "Single Source of Truth."โข Implemented a repeatable ELT process using the Medallion Architecture (Bronze/Silver/Gold) to ensure data quality.โข Designed analytics-optimized Star Schemas to accelerate BI dashboards and prepare data for AI models.
- Tortuga MKMCo-Founder & Lead Data EngineerJanuary 2019 - February 2025 (6 years and 1 month)I co-founded a 3-person FinTech venture, Tortuga MKM, where we focused on turning complex raw data into a real competitive advantage.As a founder, my role combined the responsibilities of a core business owner and our Lead Data Engineer.I was responsible for architecting and building our entire data operation from the ground up.This was my journey:โข I began by managing our analysis via manual processes in Excel, but quickly understood its limitations when faced with thousands of raw, time-series data points from financial markets. Recognizing this inefficiency as a ๐ฐ๐ฟ๐ถ๐๐ถ๐ฐ๐ฎ๐น ๐ฏ๐๐๐ถ๐ป๐ฒ๐๐ ๐ฟ๐ถ๐๐ธ, I took the initiative to re-engineer our entire workflow to a more robust and automated stack using Python and SQL.โข In this period, I realized that trustworthy data is the foundation of any successful business. I designed the system not just to move data, but to ensure its integrity and reliability at every stage while also enabling clear data visualization to drive action.Results:The impact of this automation ๐๐น๐ฎ๐๐ต๐ฒ๐ฑ ๐ผ๐๐ฟ ๐ฎ๐ป๐ฎ๐น๐๐๐ถ๐ ๐ฐ๐๐ฐ๐น๐ฒ ๐๐ถ๐บ๐ฒ ๐ฏ๐ ๐ผ๐๐ฒ๐ฟ ๐ต๐ฌ%, taking what was a multi-day manual process into an automated workflow that ran in hours. This efficiency ๐ฒ๐น๐ถ๐บ๐ถ๐ป๐ฎ๐๐ฒ๐ฑ ๐บ๐ฎ๐ป๐๐ฎ๐น ๐ฒ๐ฟ๐ฟ๐ผ๐ฟ๐ and ๐ฏ๐ฒ๐ฐ๐ฎ๐บ๐ฒ ๐ผ๐๐ฟ ๐ฝ๐ฟ๐ถ๐บ๐ฎ๐ฟ๐ ๐ฐ๐ผ๐บ๐ฝ๐ฒ๐๐ถ๐๐ถ๐๐ฒ ๐ฎ๐ฑ๐๐ฎ๐ป๐๐ฎ๐ด๐ฒ, directly enabling our team to execute on complex, data-driven strategies that were impossible with our old manual process.This foundational journey of building a business-critical system out of pure necessity ignited my passion for data engineering.It was the perfect launching point that set my next strategic goal: to master the cloud architecture required to build the end-to-end, production-grade systems I specialize in today.
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Education
- AWS Certified Solutions Architect - Associate (SAA-C03) AWS Certified Security - Specialty (SCS-C02)2026AWS Certified Solutions Architect - Associate (SAA-C03) AWS Certified Security - Specialty (SCS-C02)
- IBM Data Science Professional CertificateIBM Data Science Professional Certificate