Aaron Silverberg

2 Projects

Flexible Vision

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

AI Annotation Interface & APIs

  • Created several custom Node-Red modules for configuring cameras and communication with onprem tools and cloud APIs.
  • Implemented secure API endpoints for detecting motion using Structural Similarity and manipulating images by any of 19 OpenCV filters and all possible validated arguments.
  • Built entire front-end annotation tool with zooming, version controls, infinite tag nesting capabilities.
  • TypeScripted client-side demo builder to double as a unit testing for reloading randomized training tags and showcase functionality.
  • Introduce tools to calculate the range of tag type dimensions to help QA find tagging anomalies.
  • Wrote ExpressJS server for managing photo training data and augmented variations hosted on any storage system via Minio.

Workstation Guidance

  • Developed workstation guidance system for factories to configure assembly instructions with QA and computer vision assistance, including all Docker files to network and containerize full stack: Express, Mongo, Node-Red, React WebApp.
  • Wrote cookie & CSRF secured backend to store and validate both manager configurations, and worker assembly runs with great detail and security protocols.
  • Build React interface with modern Context implementation and MUI Styled components.
  • Built bi-directional persistent WebSocket connection for constant communication with Node-Red service and FlexibleVision as a whole.

Started: 2018-05-01

Industries: Technology, Analytics, Robotics, Manufacturing

Team: E.A.Taylor: Front-End & API. Sam Silverberg: Back-End. Alec Goeckel: Back-End. Aaron Silverberg: Product Development.

Companies/Brands: Flexible Assembly Systems, Refined Motion Engineering

Refined Motion at Tesla Motors

December, 2017 ~ April, 2018
Automating safety and efficiency along the Tesla assembly line
  • Used websockets for persistent connection between Fanuc Robots and Angular / Node-Red interface.
  • Wrote MySQL stored procedures to query required settings of each fastener and store results.
  • Structured offline-first interface to configure assembly-line jobs and control tools & machinery.
  • Created custom node-red modules for smoother synchronization with Fanuc robots.
  • Wrote tools to allowing management to configure and validate jobs manually, with or without needing the MySQL database.
  • Deployed Node-Red backend on Raspberry PI connected to Windows computer work station.
  • Built client-side performance tracker averaging the time to assemble one project in a job.
  • Wrote Station Service request tool to allow operators to order more parts or tool servicing.

Started: 2017-12-01

Launched/Lasted: 2018-04-01

Industries: Technology, Robotics, Manufacturing

Team: E.A.Taylor: Front-End, Back-End. Aaron Silverberg: Vice President. Saiman Shetty: Project Management

Companies/Brands: Tesla Motors, Flexible Assembly Systems, Refined Motion Engineering