🔹 Overview:

Developed a real-time subway tracking system featuring an Arduino-powered LED display, integrating Flask, MySQL, and the MTA API to dynamically update train schedules. Inspired by premium transit displays, this project aimed to create a low-cost, customizable alternative.

🔹 Key Skills & Technologies:

✅ Product Development – Early-stage prototyping, market research ✅ IoT & Hardware Integration – Arduino, LED matrix display ✅ API & Data Pipelines – MTA GTFS API, real-time schedule updates ✅ Full-Stack Development – Flask, MySQL, Python ✅ Problem Solving & Scalability – Market analysis, feasibility assessment

🔹 Challenges & Solutions:

  1. Real-time Updates: Optimized API calls for fast train schedule retrieval
  2. Hardware Synchronization: Built a serial communication bridge between web UI & LED display
  3. User-Friendly Interface: Created a web dashboard for configuration & alerts
  4. Market Viability: Analyzed competition and assessed feasibility for commercialization

🔹 Outcomes & Lessons Learned:

  1. Developed functional web & hardware prototypes
  2. Gained hands-on experience in IoT & transit tech
  3. Created a case study on product viability & scalability
  4. Demonstrated adaptability in evolving market conditions

🔹 Future Potential: