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portfolio

AI Personal Trainer Research Paper

Research abstract: Regular physical exercise is crucial for health and wellness, but performing exercise with incorrect form can cause injuries. This paper presents a machine learning-based method to classify the quality of squats. Using an iPhone to record exercise, the videos are processed using Google’s Mediapipe, which extracts x, y, z coordinates of body joints. These coordinates are then converted into joint angles, in particular, the knees and hips. A deep neural network analyzes these angles to classify and predict the quality of the squat form, offering a solution to improve exercise safety and effectiveness.

Car Price Prediction

Given Facebook marketplace data, I used supervised machine learning to predict the prices of cars in the Bay Area, as a function of features such as: mileage, condition, and seller rating.

publications

Paper Title Number 4

Published in GitHub Journal of Bugs, 2024

This paper is about fixing template issue #693.

Recommended citation: Your Name, You. (2024). "Paper Title Number 3." GitHub Journal of Bugs. 1(3).
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talks

teaching

Teaching experience 1

Undergraduate course, University 1, Department, 2014

This is a description of a teaching experience. You can use markdown like any other post.

Teaching experience 2

Workshop, University 1, Department, 2015

This is a description of a teaching experience. You can use markdown like any other post.