2022

4 Projects

Flexible Vision

May, 2018 ~ January, 2025
A SASS platform for streamlining annotations and iterative computer vision training

AI Annotation Interface & APIs

  • Created custom Node-Red modules for configuring cameras and communication with on-prem tools and cloud APIs.
  • Implemented API for motion detection using Structural Similarity, to expose 19 OpenCV filter options to training interface, to manage photo training data and find tagging anomalies.
  • Built entire front-end annotation tool with zooming, version controls, infinite class nesting.

Workstation Guidance

  • Developed workstation guidance system for factories to configure assembly instructions with QA and computer vision assistance, dockerized to deploy across a local network of factory computers.
  • Built bi-directional persistent secure WebSocket connection for constant communication with Node-Red service and FlexibleVision as a whole.

Cosmo

March, 2021 ~ December, 2023
A cyber threat intelligence platform for threat and vulnerability analysis, investigations, testing, and mitigation
  • Designed advanced penetration tests in order to generate training data and formulate IoC Patterns based on signatures seen in logs.
  • Forked OpenCTI as interface to control ingestion, triage alerts and fine tune inference engine analysis.
  • Wrote Ingestion system to run log / email imports at any interval with encryption in transit and at rest, supporting configs for data retention and shareability policies.
  • Implemented deduplication and aggregation of Email data by maintaining checksum IDs on EML parts and its whole.
  • Built Puppeteer crawler to ingest client websites and learn URL patterns & HTML semantics for additional training data and monitoring standards.
  • Drafted all system Data Flow Diagrams for both architectural documentation and patent application.
  • Wrote Docker containers and CI/CD pipeline from GitHub Actions to GCP.

PickupMVP

April, 2022 ~ April, 2023
Play & reward yourself, your community, & all athletes in any sport. Available in the App Store & Google Play
  • Led team of 3 - UX designer, data scientist and data entry / annotators.
  • Designed and developed entire responsive React webapp for PickupMVP.com
  • Leveraged Flutter inappwebview with addJavaScriptHandler to provide native functionality like DeepLinks, Push Notifications, and connect to other installed applications for authentication.
  • Optimized Redux to share context across decoupled components with minimal redraws

Started: 2022-04-01

Launched/Lasted: 2023-04-01

Industries: Music, Sports, Events

Team: E.A.Taylor: Design, Front-End, Back-End, Business Development

Companies/Brands: Taylor Made Traffic, Track Authority Music

PickupMVP Backend

April, 2022 ~ April, 2023
Developed a scalable backend and AI-powered video analysis platform for PickupMVP.com in App Store & Google Play
  • Annotated dataset and trained YOLOv4 model for detecting 6 classes across different sports.
  • Designed all business logic for tracking the clip's subject, athlete, and ball.
  • Wrote video annotation tool for ongoing additions to dataset.
  • Built video effect automation with ffmpeg and scikit using YOLO and DeepSort.
  • Streamlined complete deployment pipeline with Bash and gcloud to GCP.
  • Extended Track Authority Music platform and API to connect all rating and reward services.