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<!doctype html>
<html lang="en">
<head>
<meta charset="UTF-8" />
<meta http-equiv="X-UA-Compatible" content="IE=edge" />
<meta name="viewport" content="width=device-width, initial-scale=1.0" />
<title>Kobe Guo | Software Engineer</title>
<meta
name="description"
content="Kobe Guo is a software engineer and UIUC MCS-DS student focused on machine learning, data engineering, and building reliable data-driven systems."
/>
<meta name="theme-color" content="#f6f1e8" />
<meta property="og:title" content="Kobe Guo | Software Engineer" />
<meta
property="og:description"
content="Portfolio of Kobe Guo featuring machine learning, data engineering, automation, and software engineering projects."
/>
<meta property="og:type" content="website" />
<meta property="og:url" content="https://kobeguo.com/" />
<meta
property="og:image"
content="https://kobeguo.com/assets/eportfolioss.png"
/>
<meta name="twitter:card" content="summary_large_image" />
<meta
name="twitter:image"
content="https://kobeguo.com/assets/eportfolioss.png"
/>
<meta name="twitter:title" content="Kobe Guo | Software Engineer" />
<meta
name="twitter:description"
content="Portfolio of Kobe Guo featuring machine learning, data engineering, automation, and software engineering projects."
/>
<link rel="canonical" href="https://kobeguo.com/" />
<link rel="preconnect" href="https://fonts.googleapis.com" />
<link rel="preconnect" href="https://fonts.gstatic.com" crossorigin />
<link rel="stylesheet" href="style.css?v=20260424-1" />
<link rel="icon" href="./assets/logo.png" type="image/png" />
<link
href="https://unpkg.com/boxicons@2.1.4/css/boxicons.min.css"
rel="stylesheet"
/>
<script defer src="index.js?v=20260419-3"></script>
<script type="application/ld+json">
{
"@context": "https://schema.org",
"@type": "Person",
"name": "Kobe Guo",
"url": "https://kobeguo.com/",
"image": "https://kobeguo.com/assets/logo.png",
"jobTitle": "Software Engineer",
"email": "mailto:kobe.h.guo@gmail.com",
"alumniOf": {
"@type": "CollegeOrUniversity",
"name": "University of Illinois Urbana-Champaign"
},
"knowsAbout": [
"Software Engineering",
"Machine Learning",
"Data Engineering",
"Python",
"SQL",
"TensorFlow",
"React"
],
"sameAs": [
"https://www.linkedin.com/in/kobeguo/",
"https://github.com/KobeGuo99"
]
}
</script>
</head>
<body>
<main>
<section id="landing-page">
<nav aria-label="Primary">
<a href="#landing-page" class="brand-mark" aria-label="Back to top">
<img
id="personal-logo"
src="./assets/logo.png"
alt="Kobe Guo logo"
width="168"
height="145"
fetchpriority="high"
decoding="async"
/>
<span class="brand-mark__text">
<span class="brand-mark__name">Kobe Guo</span>
<span class="brand-mark__role">Software Engineer</span>
</span>
</a>
<ul class="nav__link--list">
<li class="nav__link">
<button
type="button"
class="nav__link--anchor nav__link--button link__hover-effect link__hover-effect--black"
onclick="toggleModal('about')"
>
About
</button>
</li>
<li class="nav__link">
<a
href="#experience"
class="nav__link--anchor link__hover-effect link__hover-effect--black"
>
Experience
</a>
</li>
<li class="nav__link">
<a
href="#projects"
class="nav__link--anchor link__hover-effect link__hover-effect--black"
>
Projects
</a>
</li>
<li class="nav__link">
<button
type="button"
class="nav__link--anchor nav__link--button link__hover-effect link__hover-effect--black"
onclick="toggleModal('contact')"
>
Contact
</button>
</li>
<li class="nav__link">
<button
id="theme-toggle"
type="button"
class="nav__link--anchor nav__link--button click link__hover-effect link__hover-effect--black"
onclick="toggleContrast()"
aria-label="Toggle dark mode"
aria-pressed="false"
>
<i class="bx bx-adjust" aria-hidden="true"></i>
</button>
</li>
</ul>
</nav>
<header class="header">
<div class="header__content">
<div class="header__copy">
<p class="header__eyebrow">
Software Engineer | MCS-DS @ UIUC | ML + Data Engineering
</p>
<h1 class="title">
Hey, I'm <span class="orange">Kobe Guo.</span>
</h1>
<p class="header__para">
I'm a software engineer and
<b class="school-accent"
>University of Illinois Urbana-Champaign</b
>
MCS-DS student focused on machine learning, data engineering,
and production-ready software. I like building clean systems,
reliable workflows, and tools that solve real problems.
<br />
Here's a bit more
<button
type="button"
class="text-button orange click"
onclick="toggleModal('about')"
>
about me
</button>
and how I work.
</p>
<div class="header__actions">
<a href="#experience" class="button button--primary"
>View experience</a
>
<a href="#projects" class="button button--secondary"
>View selected work</a
>
</div>
<ul class="header__pill-list" aria-label="Core strengths">
<li class="header__pill">Machine learning</li>
<li class="header__pill">Data engineering</li>
<li class="header__pill">Python + SQL</li>
<li class="header__pill">React.js</li>
</ul>
<div class="social__list" aria-label="Social links">
<a
href="https://www.linkedin.com/in/kobeguo/"
target="_blank"
rel="noopener noreferrer"
class="social__link click"
aria-label="View Kobe Guo on LinkedIn"
>
<i class="bx bxl-linkedin" aria-hidden="true"></i>
</a>
<a
href="https://github.com/KobeGuo99"
target="_blank"
rel="noopener noreferrer"
class="social__link click"
aria-label="View Kobe Guo on GitHub"
>
<i class="bx bxl-github" aria-hidden="true"></i>
</a>
<a
href="./assets/resume.pdf"
target="_blank"
rel="noopener noreferrer"
class="social__link click"
aria-label="Open Kobe Guo resume PDF"
>
<i class="bx bxs-file-pdf" aria-hidden="true"></i>
</a>
</div>
</div>
<aside class="hero__spotlight" aria-label="Professional overview">
<div class="hero__card hero__card--code">
<div class="hero__card-top">
<span class="hero__card-chip">Quick overview</span>
<span class="hero__card-status">
<span class="hero__card-status-dot"></span>
Open to opportunities
</span>
</div>
<div class="hero__summary">
<div
class="hero__summary-snippet"
aria-label="Quick code overview"
>
<span class="hero__summary-line">
<span class="hero__summary-line-number" aria-hidden="true"
>01</span
>
<span class="hero__summary-line-text"
><span class="hero__summary-key">kobe</span> =
{</span
>
</span>
<span class="hero__summary-line">
<span class="hero__summary-line-number" aria-hidden="true"
>02</span
>
<span class="hero__summary-line-text"
> <span class="hero__summary-key">role</span
>:
<span class="hero__summary-value"
>"software engineer"</span
>,</span
>
</span>
<span class="hero__summary-line">
<span class="hero__summary-line-number" aria-hidden="true"
>03</span
>
<span class="hero__summary-line-text"
> <span class="hero__summary-key">focus</span
>: [
<span class="hero__summary-value">"ml"</span>,
<span class="hero__summary-value">"data"</span
>,
<span class="hero__summary-value"
>"backend"</span
>],</span
>
</span>
<span class="hero__summary-line">
<span class="hero__summary-line-number" aria-hidden="true"
>04</span
>
<span class="hero__summary-line-text"
> <span class="hero__summary-key"
>current</span
>:
<span class="hero__summary-value"
>"UIUC MCS-DS"</span
>,</span
>
</span>
<span class="hero__summary-line">
<span class="hero__summary-line-number" aria-hidden="true"
>05</span
>
<span class="hero__summary-line-text"
> <span class="hero__summary-key">next</span
>:
<span class="hero__summary-value"
>"Capital One intern, Summer 2026"</span
></span
>
</span>
<span class="hero__summary-line">
<span class="hero__summary-line-number" aria-hidden="true"
>06</span
>
<span class="hero__summary-line-text">}</span>
</span>
</div>
<p class="hero__summary-copy">
Building a strong foundation in software engineering while
growing deeper in machine learning and data systems.
</p>
<div
class="hero__summary-grid"
aria-label="Professional summary"
>
<div class="hero__summary-item">
<p class="hero__summary-label">Now</p>
<p class="hero__summary-text">
UIUC MCS-DS student with product and internship
experience.
</p>
</div>
<div class="hero__summary-item">
<p class="hero__summary-label">Next</p>
<p class="hero__summary-text">
Incoming Software Engineer Intern at Capital One in
Summer 2026.
</p>
</div>
<div class="hero__summary-item">
<p class="hero__summary-label">Style</p>
<p class="hero__summary-text">
Analytical, dependable, and comfortable turning ideas
into polished software.
</p>
</div>
</div>
<div
class="hero__summary-pills"
aria-label="Technical toolkit"
>
<span class="hero__summary-pill">Python</span>
<span class="hero__summary-pill">SQL</span>
<span class="hero__summary-pill">TensorFlow</span>
<span class="hero__summary-pill">React.js</span>
</div>
</div>
</div>
</aside>
</div>
</header>
<button
type="button"
class="mail__btn click"
onclick="toggleModal('contact')"
aria-label="Open contact form"
>
<i class="bx bx-envelope" aria-hidden="true"></i>
</button>
<a href="#experience" class="scroll" aria-label="Scroll to experience">
<div class="scroll__icon click" aria-hidden="true"></div>
</a>
<div
class="modal__backdrop"
onclick="toggleModal()"
aria-hidden="true"
></div>
<div
class="modal"
id="site-modal"
role="dialog"
aria-modal="true"
aria-hidden="true"
aria-labelledby="modal-title"
aria-describedby="modal-description"
tabindex="-1"
>
<div class="modal__half modal__about">
<h2 class="modal__title modal__title--about" id="modal-title">
Here's a bit about me.
</h2>
<h3 class="modal__sub-title modal__sub-title--about">
Graduate student at the University of Illinois Urbana-Champaign.
</h3>
<p class="modal__para" id="modal-description">
I'm a software engineer pursuing a Master of Computer Science
in Data Science with a growing focus on machine learning, data
engineering, and data-intensive software systems. My strongest
tools are <b class="orange">Python</b>, <b class="orange">SQL</b>,
<b class="orange">TensorFlow</b>,
<b class="orange">JavaScript</b>, <b class="orange">React.js</b>,
and <b class="orange">MySQL</b>.
</p>
<div class="modal__languages" aria-label="Technical skills">
<figure class="modal__language">
<img
class="modal__language--img"
src="./assets/skill-python.svg"
alt="Python logo"
loading="lazy"
/>
<span class="language__name">Python</span>
</figure>
<figure class="modal__language">
<img
class="modal__language--img"
src="./assets/skill-tensorflow.svg"
alt="TensorFlow logo"
loading="lazy"
/>
<span class="language__name">TensorFlow</span>
</figure>
<figure class="modal__language">
<img
class="modal__language--img"
src="./assets/skill-sql.svg"
alt="SQL database icon"
loading="lazy"
/>
<span class="language__name">SQL</span>
</figure>
<figure class="modal__language">
<img
class="modal__language--img"
src="./assets/skill-react.svg"
alt="React logo"
loading="lazy"
/>
<span class="language__name">React.js</span>
</figure>
<figure class="modal__language">
<img
class="modal__language--img"
src="./assets/skill-javascript.svg"
alt="JavaScript logo"
loading="lazy"
/>
<span class="language__name">JavaScript</span>
</figure>
<figure class="modal__language">
<img
class="modal__language--img"
src="./assets/skill-mysql.svg"
alt="MySQL logo"
loading="lazy"
/>
<span class="language__name">MySQL</span>
</figure>
</div>
</div>
<div class="modal__half modal__contact">
<button
type="button"
class="modal__exit click"
onclick="toggleModal()"
aria-label="Close dialog"
>
<i class="bx bx-x" aria-hidden="true"></i>
</button>
<h2 class="modal__title modal__title--contact">
Let's have a chat.
</h2>
<p class="modal__sub-title modal__sub-title--contact">
I'm currently open to software engineering, machine learning,
and data-focused opportunities.
</p>
<p class="contact__direct">
Prefer email?
<a class="contact__direct-link" href="mailto:kobe.h.guo@gmail.com"
>kobe.h.guo@gmail.com</a
>
</p>
<form id="contact__form" onsubmit="contact(event)">
<div class="form__item">
<label class="form__item--label" for="contact-name">Name</label>
<input
class="input"
id="contact-name"
name="user_name"
type="text"
autocomplete="name"
required
/>
</div>
<div class="form__item">
<label class="form__item--label" for="contact-email"
>Email</label
>
<input
class="input"
id="contact-email"
name="user_email"
type="email"
autocomplete="email"
required
/>
</div>
<div class="form__item">
<label class="form__item--label" for="contact-message"
>Message</label
>
<textarea
class="input"
id="contact-message"
name="message"
required
></textarea>
</div>
<button id="contact__submit" class="form__submit" type="submit">
Send it my way
</button>
<p
class="contact__status"
id="contact__status"
aria-live="polite"
></p>
</form>
<div
class="modal__overlay modal__overlay--loading"
aria-hidden="true"
>
<i class="bx bx-loader-circle" aria-hidden="true"></i>
</div>
<div
class="modal__overlay modal__overlay--success"
aria-hidden="true"
>
Thanks for the message! Looking forward to speaking with you soon.
</div>
</div>
</div>
<img
src="./assets/semi circle.svg"
class="shape shape--0"
alt=""
aria-hidden="true"
/>
<img
src="./assets/circle.svg"
class="shape shape--1"
alt=""
aria-hidden="true"
/>
<img
src="./assets/squiggly.svg"
class="shape shape--2"
alt=""
aria-hidden="true"
/>
<img
src="./assets/circle.svg"
class="shape shape--3"
alt=""
aria-hidden="true"
/>
<img
src="./assets/triangle.svg"
class="shape shape--4"
alt=""
aria-hidden="true"
/>
<img
src="./assets/circle.svg"
class="shape shape--5"
alt=""
aria-hidden="true"
/>
<img
src="./assets/squiggly.svg"
class="shape shape--6"
alt=""
aria-hidden="true"
/>
<img
src="./assets/circle.svg"
class="shape shape--7"
alt=""
aria-hidden="true"
/>
<img
src="./assets/semi circle.svg"
class="shape shape--8"
alt=""
aria-hidden="true"
/>
</section>
<section id="experience" aria-labelledby="experience-title">
<div class="container">
<div class="row">
<div class="section__copy">
<p class="section__eyebrow">Experience</p>
<h2 class="section__title" id="experience-title">
Experience that backs up the portfolio.
</h2>
<p class="section__lead">
A mix of incoming internship work, production engineering, and
client-facing development that shows both technical depth and
real-world execution.
</p>
</div>
<div class="experience__grid">
<article class="experience__card experience__card--featured">
<div class="experience__brand">
<div class="experience__logo-wrap">
<img
src="./assets/Capital-One-Logo.png"
alt="Capital One logo"
class="experience__logo"
/>
</div>
</div>
<div class="experience__card-top">
<span class="experience__eyebrow">Upcoming</span>
<span class="experience__badge">Summer 2026</span>
</div>
<h3 class="experience__title">Capital One</h3>
<p class="experience__role">Software Engineer Intern</p>
<div class="experience__meta">
<span>June 2026 - August 2026</span>
<span class="experience__separator" aria-hidden="true"></span>
<span>McLean, VA</span>
</div>
<p class="experience__description">
Incoming Software Engineer Intern for Summer 2026, where
I'll be learning how large-scale production systems are
built, tested, and operated in a real engineering environment.
</p>
</article>
<article class="experience__card">
<div class="experience__brand">
<div
class="experience__logo-wrap experience__logo-wrap--brand"
>
<img
src="./assets/logo.png"
alt="Kobe Guo logo"
class="experience__logo"
/>
</div>
</div>
<div class="experience__card-top">
<span class="experience__eyebrow">Freelance</span>
</div>
<h3 class="experience__title">Self-Employed</h3>
<p class="experience__role">Freelance Developer</p>
<div class="experience__meta">
<span>November 2023 - August 2025</span>
<span class="experience__separator" aria-hidden="true"></span>
<span>Remote</span>
</div>
<p class="experience__description">
Built and shipped client work for small businesses, with
hands-on ownership across frontend improvements, performance
tuning, accessibility fixes, and production-ready updates.
</p>
</article>
<article class="experience__card">
<div class="experience__brand">
<div class="experience__logo-wrap">
<img
src="./assets/nourishd_logo.png"
alt="Nourish'd logo"
class="experience__logo"
/>
</div>
</div>
<div class="experience__card-top">
<span class="experience__eyebrow">Internship</span>
</div>
<h3 class="experience__title">Nourish'd</h3>
<p class="experience__role">Software Engineer Intern</p>
<div class="experience__meta">
<span>June 2023 - August 2023</span>
<span class="experience__separator" aria-hidden="true"></span>
<span>Cape Town, South Africa</span>
</div>
<p class="experience__description">
Built product features across mobile and backend systems,
including a React Native ordering app and a MySQL-to-Firebase
migration that supported more scalable, real-time product
behavior.
</p>
</article>
</div>
</div>
</div>
</section>
<section id="projects" aria-labelledby="projects-title">
<div class="container">
<div class="row">
<div class="section__copy">
<p class="section__eyebrow">Selected Work</p>
<h2 class="section__title" id="projects-title">
Projects that show how I think, build, and ship.
</h2>
<p class="section__lead">
A mix of machine learning, automation, data-oriented software,
and selected production projects with a bias for clean execution
and measurable outcomes.
</p>
</div>
<ul class="project__list">
<li class="project">
<div class="project__wrapper">
<img
src="./assets/LinkLift.png"
class="project__img"
alt="Preview of the LinkLift URL shortener project"
width="2428"
height="1644"
decoding="async"
loading="lazy"
/>
<div class="project__wrapper--bg"></div>
<div class="project__description">
<div class="project__meta">
<span class="project__number">01</span>
<span class="project__impact"
>Production backend system</span
>
</div>
<h3 class="project__description--title">
LinkLift - URL Shortener
</h3>
<p class="project__description--sub-title">
Redis, PostgreSQL, React, Tailwind CSS, Docker, AWS EC2
</p>
<ul class="project__bullet-list">
<li>
Built a production URL shortener implementing the
cache-aside pattern with Redis and PostgreSQL, achieving
5,998 req/sec at 50ms p99 latency under 100 concurrent
connections.
</li>
<li>
Implemented Redis-backed rate limiting at 10 req/min per
IP and async click analytics tracking user-agent, IP,
and timestamp per redirect.
</li>
<li>
Deployed to AWS EC2 with Docker Compose, pm2 process
management, automated startup migrations, and a
React/Tailwind frontend served in production.
</li>
</ul>
<div class="project__description--links">
<a
href="https://github.com/KobeGuo99/url-shortener"
target="_blank"
rel="noopener noreferrer"
class="project__description--link"
aria-label="View LinkLift URL shortener source code on GitHub"
>
Code
<i class="bx bxl-github" aria-hidden="true"></i>
</a>
<a
href="./linklift.html"
class="project__description--link"
aria-label="Read the LinkLift cache-aside writeup"
>
Writeup
<i class="bx bx-link-external" aria-hidden="true"></i>
</a>
<a
href="https://3.219.205.122/"
target="_blank"
rel="noopener noreferrer"
class="project__description--link"
aria-label="Open the live LinkLift URL shortener"
>
Live demo
<i class="bx bx-link-external" aria-hidden="true"></i>
</a>
</div>
</div>
</div>
</li>
<li class="project">
<div class="project__wrapper">
<img
src="./assets/uls23pic.jpg"
class="project__img"
alt="Preview of the Universal Lesion Segmentation Challenge 2023 project"
width="1600"
height="1181"
decoding="async"
loading="lazy"
/>
<div class="project__wrapper--bg"></div>
<div class="project__description">
<div class="project__meta">
<span class="project__number">02</span>
<span class="project__impact"
>Machine learning project</span
>
</div>
<h3 class="project__description--title">
Universal Lesion Segmentation Challenge 2023
</h3>
<p class="project__description--sub-title">
Python, TensorFlow, Keras
</p>
<p class="project__description--para">
Collaborated with a multidisciplinary team to fine-tune
medical image segmentation models on hospital bone
datasets, achieving a 0.87 Dice score for lesion
segmentation.
</p>
<div class="project__description--links">
<a
href="https://github.com/KWFredShi/ULS2023NGKD"
target="_blank"
rel="noopener noreferrer"
class="project__description--link"
aria-label="View Universal Lesion Segmentation Challenge 2023 source code on GitHub"
>
Code
<i class="bx bxl-github" aria-hidden="true"></i>
</a>
<a
href="https://drive.google.com/file/d/1BvOKUAubBquhk-vgts6W2vDbpyU9CCaT/view?usp=sharing"
target="_blank"
rel="noopener noreferrer"
class="project__description--link"
aria-label="View Universal Lesion Segmentation Challenge 2023 project presentation"
>
Presentation
<i class="bx bx-link-external" aria-hidden="true"></i>
</a>
</div>
</div>
</div>
</li>
<li class="project">
<div class="project__wrapper">
<img
src="./assets/twitter-clone.png"
class="project__img"
alt="Preview of the Twitter Clone project"
width="1294"
height="745"
decoding="async"
loading="lazy"
/>
<div class="project__wrapper--bg"></div>
<div class="project__description">
<div class="project__meta">
<span class="project__number">03</span>
<span class="project__impact"
>Full-stack application</span
>
</div>
<h3 class="project__description--title">Twitter Clone</h3>
<p class="project__description--sub-title">
Next.js, React, JavaScript, Firebase, Redux, Tailwind CSS
</p>
<p class="project__description--para">
Built a Next.js social app with Firebase authentication,
live post updates, Redux state management, and a
Tailwind-based interface deployed on Vercel.
</p>
<div class="project__description--links">
<a
href="https://github.com/KobeGuo99/Twitter-Clone"
target="_blank"
rel="noopener noreferrer"
class="project__description--link"
aria-label="View Twitter Clone source code on GitHub"
>
Code
<i class="bx bxl-github" aria-hidden="true"></i>
</a>
<a
href="https://twitter-clone-8w1z.vercel.app/"
target="_blank"
rel="noopener noreferrer"
class="project__description--link"
aria-label="Open the live Twitter Clone demo"
>
Live demo
<i class="bx bx-link-external" aria-hidden="true"></i>
</a>
</div>
</div>
</div>
</li>
<li class="project">
<div class="project__wrapper">
<img
src="./assets/Feralands.jpg"
class="project__img"
alt="Preview of the Feralands 2D Action RPG project"
width="2110"
height="1184"
decoding="async"
loading="lazy"
/>
<div class="project__wrapper--bg"></div>
<div class="project__description">
<div class="project__meta">
<span class="project__number">04</span>
<span class="project__impact"
>Custom gameplay systems</span
>
</div>
<h3 class="project__description--title">
Feralands 2D Action RPG
</h3>
<p class="project__description--sub-title">
GameMaker Studio, GML
</p>
<p class="project__description--para">
Built custom movement, combat, inventory, and game-state
systems in GML, separating player actions from persistent
state so the RPG loop stayed easier to tune.
</p>
<div class="project__description--links">
<a
href="https://github.com/KobeGuo99/Feralands"
target="_blank"
rel="noopener noreferrer"
class="project__description--link"
aria-label="View Feralands source code on GitHub"
>
Code
<i class="bx bxl-github" aria-hidden="true"></i>
</a>
<a
href="https://gx.games/games/3i7r05/feralands-2d-rpg/tracks/7aa32faa-b0e0-4705-a0a2-c40b3570eff1/"
target="_blank"
rel="noopener noreferrer"
class="project__description--link"
aria-label="Play the Feralands project demo"
>
Play demo
<i class="bx bx-link-external" aria-hidden="true"></i>
</a>
</div>
</div>
</div>
</li>
<li class="project">
<div class="project__wrapper">
<img
src="./assets/tiktok.jpg"
class="project__img"
alt="Preview of the TikTok Video Scraper project"
width="970"
height="545"
decoding="async"
loading="lazy"
/>
<div class="project__wrapper--bg"></div>
<div class="project__description">
<div class="project__meta">
<span class="project__number">05</span>
<span class="project__impact">Automation + scraping</span>
</div>
<h3 class="project__description--title">
TikTok Video Scraper
</h3>
<p class="project__description--sub-title">
Python, BeautifulSoup, Selenium
</p>
<p class="project__description--para">
Developed a scraper that navigates TikTok pages, parses
relevant HTML, and collects video links for download
workflows. The project sharpened my skills in browser
automation and resilient scraping.
</p>
<div class="project__description--links">
<a
href="https://github.com/KobeGuo99/TikTok-Video-Scraper"
target="_blank"
rel="noopener noreferrer"
class="project__description--link"
aria-label="View TikTok Video Scraper source code on GitHub"
>
Code
<i class="bx bxl-github" aria-hidden="true"></i>
</a>
<a
href="https://youtu.be/xckrKUyUvYI"
target="_blank"
rel="noopener noreferrer"
class="project__description--link"
aria-label="Watch the TikTok Video Scraper demo"
>
Watch demo
<i class="bx bx-link-external" aria-hidden="true"></i>
</a>
</div>
</div>
</div>
</li>
<li class="project">
<div class="project__wrapper">
<img