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<!DOCTYPE html>
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<title>Data Science Portfolio | Ken Jee</title>
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<a href="https://www.linkedin.com/in/kenjee/" target="_blank" class="link-transition linkedin link dib z-999 pt3 pt0-l mr1" title="LinkedIn link" rel="noopener" aria-label="follow on LinkedIn——Opens in a new window">
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<div class="tc-l pv4 pv6-l ph3 ph4-ns">
<h1 class="f2 f-subheadline-l fw2 white-90 mb0 lh-title">
Data Science Portfolio
</h1>
<h2 class="fw1 f5 f3-l white-80 measure-wide-l center mt3">
Hi! My name is Ken Jee.
</h2>
</div>
</div>
</header>
<main class="pb7" role="main">
<article class="cf ph3 ph5-l pv3 pv4-l f4 tc-l center measure-wide lh-copy mid-gray">
<p>Welcome to my Data Science Portfolio. My passion is understanding the intersection of data science and sports analytics.</p>
</article>
<div class="pa3 pa4-ns w-100 w-70-ns center">
<h1 class="flex-none">
Recent Projects
</h1>
<section class="w-100 mw8">
<div class="relative w-100 mb4">
<article class="bb b--black-10">
<div class="db pv4 ph3 ph0-l no-underline dark-gray">
<div class="flex flex-column flex-row-ns">
<div class="pr3-ns mb4 mb0-ns w-100 w-40-ns">
<a href="https://dataprofessor.github.io/Ken_Portfolio/post/project-1/" class="db grow">
<img src="https://dataprofessor.github.io/Ken_Portfolio/images/positions_by_state.png" class="img" alt="image from Project 1: Data Science Salary Estimator">
</a>
</div>
<div class="blah w-100 w-60-ns pl3-ns">
<h1 class="f3 fw1 athelas mt0 lh-title">
<a href="https://dataprofessor.github.io/Ken_Portfolio/post/project-1/" class="color-inherit dim link">
Project 1: Data Science Salary Estimator
</a>
</h1>
<div class="f6 f5-l lh-copy nested-copy-line-height nested-links">
Created a tool that estimates data science salaries (MAE ~ $ 11K) to help data scientists negotiate their income when they get a job. Scraped over 1000 job descriptions from glassdoor using python and selenium Engineered features from the text of each job description to quantify the value companies put on python, excel, aws, and spark. Optimized Linear, Lasso, and Random Forest Regressors using GridsearchCV to reach the best model.
</div>
<a href="https://dataprofessor.github.io/Ken_Portfolio/post/project-1/" class="ba b--moon-gray bg-light-gray br2 color-inherit dib f7 hover-bg-moon-gray link mt2 ph2 pv1">read more</a>
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</article>
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<div class="db pv4 ph3 ph0-l no-underline dark-gray">
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Project 2: Ball Image Classifier
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For this example project I built a ball classifier to identify balls from different sports. This could be useful for someone who is new to sports from a certain country. They could take a picture of a ball and an app could serve them some information about the history and rules of the game. This is the underlying model for building something with those capabilities.
I was able to get the model to predict the sport of the ball with 94% accuracy after minimal tuning.
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