Bryce Keeler
Software Engineer & Data Scientist
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Education
MicroMasters in Statistics and Data Science
MIT
- Currently taking: Probability, Fundamentals of Statistics
B.S. Computer Information Systems and Technology
The University of Texas at Dallas
- Davidson Management Honors Program
- Expedition EY Scholarship recipient
Experience
Analyst - Digital Consulting
Huron Consulting Group
- Design and develop enterprise applications using Workday Extend platform, building full-stack solutions with custom UI components, backend business logic, and database integrations
- Contributed to Time Tracking Solution for Internal Projects, a production-grade Workday Extend application published on Workday Marketplace
- Engineered automated reporting system using Power Automate and LLM integration that orchestrates data from multiple Smartsheet sources, performs ETL operations, and generates AI-powered summaries - eliminating 1,500+ hours of manual work weekly
- Build automated data transformation pipelines that convert XML to JSON, implement data validation, and integrate with RESTful APIs, processing 560GB weekly across 5 integrations
Intern - Digital Consulting
Huron Consulting Group
- Engineered a student scheduling application using advanced backtracking algorithms and Workday Extend, implementing real-time course enrollment data integration and constraint-solving logic
- Application was subsequently purchased and deployed by two major universities
Start Consulting Intern
PwC
- Built interactive dashboards using Tableau, PowerBI, and Alteryx, implementing automated ETL pipelines that reduced manual data processing time by 60%
- Performed data analysis using SQL and Python to extract insights from large datasets for educational access initiatives
Expedition Program
EY
- Selected from 4,000+ applicants for competitive program focused on data analytics, machine learning, and predictive analysis
- Recipient of $10,000 scholarship
Leadership
President
180 Degrees Consulting at UT Dallas
- Managed team of 7 directors across project delivery, client relations, and operations
- Oversaw delivery of 15+ consulting projects for companies across profitability analysis, revenue generation strategies, and marketing optimization
- Implemented process improvements that increased project throughput by 10% semester-over-semester
Projects
2Signal
AI Agent Testing & Reliability Platform
- Built a full-stack observability and evaluation platform for AI agents — "Datadog for AI agents" — as a solo developer, with a Turborepo monorepo (8 packages), dual API surface (tRPC + REST), and async event pipeline (SDK → S3 → BullMQ → PostgreSQL)
- Designed a pluggable evaluation engine with 25 evaluators: 15 deterministic (regex, JSON schema, cosine similarity, Levenshtein, toxicity) and 8 LLM-based (hallucination detection, bias detection, PII detection, prompt injection detection) plus webhook-based external evaluators
- Implemented statistical analysis systems including evaluation drift detection (Shewhart control charts, CUSUM, Welch's t-test), deployment regression detection, and A/B testing infrastructure for prompt templates with automatic significance testing
- Developed 5 language SDKs (Python, TypeScript, Go, Java, Ruby) with auto-tracing wrappers for 10+ LLM providers, decorator-based instrumentation, and language-idiomatic context propagation
- Built 20+ page dashboard with trace explorer, span tree visualization, interactive LLM playground with SSE streaming, human review system, custom dashboards with public share links, and D3-based drift detection charts
- Implemented Supabase Auth with SSO/SAML, granular RBAC (4 roles, ~40 permissions), immutable audit logging (~55 action types), AES-256-GCM encryption, and Stripe subscription billing with 5 plan tiers
NutriOne
Full-Stack Nutrition Tracking Application
- Built production-ready application using FastAPI, PostgreSQL, React, and TypeScript with comprehensive backend architecture including user authentication and RESTful API design
- Engineered custom YOLOv8 computer vision models for automated food detection, training on Food-101 dataset using PyTorch
- Designed modular backend architecture with 21 organized service modules implementing separation of concerns
- Built ETL pipelines integrating USDA FoodData Central and Open Food Facts databases
Automated Plant Health Monitoring System
IoT ML Pipeline with Computer Vision
- Built end-to-end IoT data pipeline using 3 ESP32 microcontrollers and ESP32-CAM module, processing 288+ daily sensor readings from 9 sensors and streaming to FastAPI backend with TimescaleDB
- Developed computer vision system using OpenCV to segment and analyze plants from single camera feed, reducing hardware costs by 67%
- Engineered multiple ML models: Random Forest for health classification, LSTM neural networks for soil moisture forecasting, and ensemble models for watering recommendations
- Architected containerized microservices infrastructure on Proxmox with Docker, async FastAPI endpoints, and React dashboard with real-time WebSocket updates
Home Lab Infrastructure
Self-Hosted Services & Container Orchestration
- Designed and manage self-hosted infrastructure using Proxmox virtualization, orchestrating 6 containerized services including PostgreSQL databases, FastAPI applications, Tailscale VPN, PiHole DNS, and Jellyfin
- Implemented containerization using Docker and LXC containers, managing service networking, persistent storage, and system monitoring
Skills
Languages
Python, JavaScript, TypeScript, Go, Java, Ruby, SQL, CSS, HTML
AI/ML
PyTorch, YOLOv8, LLM integration, Computer Vision, Model training
Backend
FastAPI, Django, Flask, Node.js, tRPC, Prisma, BullMQ, PostgreSQL, Redis, SQL Server
Frontend
React, Next.js, Astro, Tailwind CSS, shadcn/ui, Recharts, D3
DevOps & Tools
Docker, Git, GitHub Actions, AWS S3, Proxmox, LXC, Linux (Arch, Ubuntu), Bash
Platforms
Workday Extend (Certified), Workday Integrations (Certified), ServiceNow, Power Automate
Data & Analytics
SQL, PostgreSQL, Tableau, PowerBI, Alteryx, ETL pipelines