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JylerTackson/README.md

Hi, I'm Tyler Jackson

AI/ML engineer and M.S. Computer Science candidate (AI/ML specialization) at the University of Central Florida. I work on computer vision, multi-modal contrastive learning, and deploying models to edge GPU hardware (Jetson Orin AGX, Jetson Nano, DGX Spark).

  • Currently: AI Solutions Architect at Command Post Technologies and Graduate Research Assistant in Dr. Lou's UNBOUNDED AI Lab (LLM serving and multi-agent orchestration)
  • Studying: M.S. Computer Science, AI/ML specialization, UCF (2026–2028). B.S. Computer Science with minors in Mathematics and Physics, UCF (2023–2026)
  • Based in: Orlando, FL
  • Portfolio: jyler.dev · Résumé: jyler.dev/resume · LinkedIn: david-jackson-89135727a

What I work on

Area Details
ML & computer vision Object detection (YOLO), CLIP-style multi-modal contrastive learning, model evaluation and benchmarking, RAG and Light-RAG, LoRA/QLoRA fine-tuning, LangChain and LangGraph
Inference and serving vLLM, SGLang, PagedAttention, FlashAttention; GPU inference profiling
Edge and accelerated compute NVIDIA Jetson Orin AGX, Jetson Nano, DGX Spark; offline and air-gapped deployment
Languages Python, C/C++, Java, TypeScript/JavaScript, SQL
Frameworks PyTorch, TensorFlow, Keras, React, React Native, Flutter, Node.js, Express.js, Flask, FastAPI
Infrastructure Google Cloud, Azure, AWS Bedrock, Linux, Docker, Kubernetes, PostgreSQL, Neo4j

Selected projects

Closed-Loop Perception-to-Action Agent (independent, 2026–present) End-to-end vision-to-action agent for a partially observable real-time strategy game. YOLO-based perception trained on custom-labeled datasets, a two-tier control architecture (fast reactive policy plus coarse-cadence retrieval-backed reasoning), and a heuristic-vs-learned policy benchmark with the perception stack held fixed.

VITALS — Search-and-Rescue Agentic Base Station (Lockheed Martin–sponsored capstone, 2025–2026) Owned the mapping and planning agent in a four-agent architecture (vision, retrieval, reasoning, mapping/planning) on a six-engineer team. Re-architected the PostGIS/OpenStreetMap terrain pipeline, replaced a greedy allocator with an A* global planner plus local avoidance layer, and targeted a Jetson AGX Orin inside a 15–60 W power envelope. Repository · Case study

Kestrel — Autonomous Videography Drone (Blue Origin–sponsored, 2024–2025) Founded and led the project within ACM at UCF. Defined the system architecture across sensing, perception, and control on a modular ROS 2 stack; designed a MobileNetV3 + DeepSORT tracker (23.64% mAP, 35.34% Rank-1, 48.99% Rank-5); simulated a custom airframe with a 40 min best-case flight time. Repository · Case study

NewsMap.Today (2024) MERN news aggregator built around an interactive Leaflet world map; took the project from front-end developer to full-stack developer and project manager. Repository · API docs

Echo Interview (hackathon, 2025) AI mock-interview app: Gemini generates role-specific questions from a résumé and job description and gives real-time feedback. Led the AI integration and full-stack build in Next.js. Repository · Devpost

More at jyler.dev/projects.

Outside of work

  • Lead Foundation Exam review sessions (F.E.A.S.T.) for UCF CS students covering C, data structures, and algorithms
  • Give an annual introductory AI talk to a 3rd-grade class
  • Volunteer with the Light Orlando Hunger Project

Contact

davidtjackson1029@gmail.com

Popular repositories Loading

  1. POOS-News-Map POOS-News-Map Public

    NewsMap for Poos

    TypeScript 4 2

  2. Drone-Project Drone-Project Public

    2 1

  3. UCFNotes UCFNotes Public

    Notes for my time in UCF

    1

  4. OrienationDroneProject OrienationDroneProject Public

    Forked from willpenter/OrienationDroneProject

    Python

  5. tfjs-models tfjs-models Public

    Forked from tensorflow/tfjs-models

    Pretrained models for TensorFlow.js

    TypeScript

  6. JylerTackson JylerTackson Public

    Config files for my GitHub profile.