Role: Founder & Sole Developer
Duration: September – November 2021
Website
Purpose
Handwritten digits are currently labeled as distinct labels, yet there are cases in which digits can be seen in two different ways. I wanted to create a site where users can vote on what digit they see, creating a probability distribution to be used as training data for uncertain or fuzzy predictions.
Tasks
- Data Collection
I created a website where users can vote on a total of 100 questions. Users are not required to vote for all 100, and can submit as many answers as they want.
- Use machine learning to build a classification engine based on collected data
- Data analysis – analyze ambiguous digits to see the accuracy
Improvements
UI improvement on voting website – let users fill out more than 10 questions before submission
