PersonalPublic2024

Waeky-Waeky

Motivated by a personal battle with narcolepsy, I built this software to track my alertness. Since I would usually fall asleep seconds after studying, this app reliably woke me up, allowing me to safely pull necessary all-nighters and ultimately save my grades.

Waeky-Waeky

About This Project

Combating severe narcolepsy that caused me to fall asleep seconds into studying, risking my academic performance for the entire school year.

Developed an optimized computer vision pipeline utilizing lightweight eye-aspect-ratio computation via OpenCV running efficiently as a background process to deliver customizable, immediate wake-up alerts.

Pivotal in saving my grades; the software successfully managed my narcolepsy, empowering me to study continuously and maintain focus throughout the entire academic year.

Role

Machine Learning Engineer

Year

2024

Status

Public

Type

Personal

Technology Stack

PythonOpenCVFlaskTauriReactRustTailwind CSS

Project Story

The Challenge

Combating severe narcolepsy that caused me to fall asleep seconds into studying, risking my academic performance for the entire school year.

The Approach

Developed an optimized computer vision pipeline utilizing lightweight eye-aspect-ratio computation via OpenCV running efficiently as a background process to deliver customizable, immediate wake-up alerts.

The Outcome

Pivotal in saving my grades; the software successfully managed my narcolepsy, empowering me to study continuously and maintain focus throughout the entire academic year.

Insights & Takeaways

Highlights

  • Directly tackled and mitigated a critical personal health challenge (narcolepsy).
  • Ran continuously and invisibly during study sessions over the school year without performance degradation.

Challenges

  • Guaranteeing zero false-negatives for sleep detection.
  • Processing continuous webcam feeds in real-time without lagging the computer or interfering with other heavy study applications.

Lessons Learned

  • Witnessed the tangible, life-changing impact that personalized software can have on individual health and academic success.

Related Work