Document retrieval
High-performance document retrieval and RAG — knowledge bases at six-figure file counts with strong accuracy targets (e.g. 107K+ files, 98%+ accuracy in production).
About
As a Machine Learning Engineer at Apple and Master's student at Georgia Institute of Technology, I architect and deploy production-scale AI systems that drive meaningful business impact and enhance customer experiences. With over 2 years of experience shipping ML solutions that have generated ~$80M in annual revenue, I specialize in building sophisticated generative AI systems, large language model architectures, and retrieval-augmented generation (RAG) pipelines designed to serve millions of customers.
My expertise spans the full ML lifecycle — from designing high-performance document retrieval systems managing 100K+ files with over 98% accuracy, to building comprehensive evaluation frameworks with distributed LLM-as-judge infrastructure processing tens of millions of evaluations. I excel at transforming complex AI challenges into scalable, production-ready solutions through advanced prompt engineering, multi-model orchestration, and robust safety frameworks.
Beyond technical execution, I'm passionate about building teams and sharing knowledge. I actively mentor junior engineers, conduct technical interviews to strengthen our organization's capabilities, and develop internal tooling platforms that accelerate innovation across teams. My graduate studies at Georgia Tech complement my applied work, allowing me to bridge cutting-edge research with practical engineering solutions.
I thrive at the intersection of academic rigor and industrial-scale deployment, turning state-of-the-art LLM technologies into reliable, impactful systems that solve real-world problems at scale.
Career & education
Every role and degree, with details below.
Skills & credentials
Tools I use day-to-day, courses I've completed, and certifications from Apple and external platforms.
High-performance document retrieval and RAG — knowledge bases at six-figure file counts with strong accuracy targets (e.g. 107K+ files, 98%+ accuracy in production).
Interfaces and internal tooling — prompt workflows, evaluation dashboards, and platforms teams use to ship generative AI safely.
End-to-end systems — orchestration, distributed LLM-as-judge evaluation at scale, safety layers, and observability for production LLMs.
Tools & stack
ML / AI
Systems & infra
Data & search
Product engineering
Courses & platforms
Issuer logos via Logo.dev · IDs as on LinkedIn.
Exploratory Data Analysis for Machine Learning
IBM · Apr 2024
CHSFEJUG46U5
Jenkins
Udemy · Aug 2023
UC-01c10c09-be6d-407c-b86c-5968124b50ed
SwiftUI for iOS 14
DesignCode · Feb 2021
DC-1614301332633
Flutter for Designers
DesignCode · Feb 2021
DC-1614225860922
The Complete 2020 Flutter Development Bootcamp with Dart
Udemy · Jul 2020
UC-f9d89e0b-f318-4f99-9b6f-bb1771a91b84
ROP Certificate
Contra Costa County · May 2020
Apple · technician & service
iPhone & enterprise service qualifications. Dates and IDs match my public LinkedIn profile.
Apple technician & service — iPhone certified repair (5 through 12 & SE), X/11/Pro/Pro Max lines, XR/XS product qualifications, enterprise iOS (2020), shipping batteries
Apple Certified iPhone 12 Mini Technician · Jan 2022 · C10-001 Apple Certified iPhone 12 Pro Technician · Jan 2022 · C09-001 Apple Certified iPhone 12 Pro Max Technician · Jan 2022 · C08-001 Apple Certified iPhone 12 Technician · Jan 2022 · C07-001 Apple Certified iPhone 11 Pro and iPhone 11 Pro Max Technician · Jan 2022 · H01-002, H02-001, PQ-065 Certified Apple iPhone X Models Technician · Jan 2022 · C04-004 Apple Certified iPhone 8 and iPhone 8 Plus Technician · Jan 2022 · C03-004 Apple Certified iPhone 7 and iPhone 7 Plus Technician · Jan 2022 · C02-004 iPhone XR Product Qualification · Jan 2022 · PQ-053 iPhone XS and iPhone XS Max Product Qualification · Jan 2022 · PQ-053 Apple Certified iPhone 11 Technician · Jan 2022 · H01-002, H02-001, PQ-066 Apple Certified iPhone 6 Models Technician · Jan 2022 · C01-004 Apple Certified iPhone 5 and iPhone SE Technician · Jan 2022 · C00-004 Enterprise iOS Service for 2020 · Jan 2022 · B00-008, B00-009, B00-010, B01-002, B01-003, B01-014, B01-015, B01-016, B01-017 Shipping Batteries · Jan 2022 · G01-008
Honors & awards
UIS, SJSU, and Georgia Tech.
President's Award for Educational Excellence
Summa Cum Laude · UIS (3.91)
Dean's List · SJSU
Employer and school logos provided by Logo.dev.