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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Data-Centric AI Community</title>
<meta name="description" content="Join the Data-Centric AI Community - A place to discuss data quality for data science. Connect with experts, thought-leaders, and peers.">
<meta name="author" content="Data-Centric AI Community">
<meta property="og:title" content="Data-Centric AI Community">
<meta property="og:description" content="A place to discuss data quality for data science. Join like-minded experts and thought-leaders.">
<meta property="og:type" content="website">
<link rel="stylesheet" href="assets/style.css">
</head>
<body>
<!-- Header -->
<header class="header">
<div class="container">
<nav class="nav">
<div class="nav-brand">
<img src="assets/datacenteriai_logo.svg" alt="Data-Centric AI" class="logo-icon">
<span class="brand-text">Data-Centric AI Community</span>
</div>
<div class="nav-links">
<a href="https://discord.gg/gwQ4VKeV" class="nav-link">Discord</a>
<a href="https://github.com/Data-Centric-AI-Community" class="nav-link">Github</a>
<a href="#learn-more" class="nav-link">Learn More</a>
</div>
</nav>
</div>
</header>
<!-- Hero Section -->
<section class="hero">
<div class="hero-bg">
<div class="floating-element element-1"></div>
<div class="floating-element element-2"></div>
<div class="floating-element element-3"></div>
<div class="floating-element element-4"></div>
<div class="floating-element element-5"></div>
</div>
<div class="container">
<div class="hero-content">
<h1 class="hero-title">
Welcome to<br>
the <span class="highlight">Data-Centric AI</span> Community
</h1>
<p class="hero-description">
Are you intrigued by the possibilities of Data-Centric AI, and you want more?<br>
Join like-minded experts, thought-leaders and peers at the Data-Centric Community!
</p>
<div class="hero-buttons">
<a href="https://discord.gg/gwQ4VKeV" class="btn btn-primary">
<img src="assets/discord.svg" alt="Discord" class="btn-icon">
Join us on Discord
</a>
<a href="https://github.com/Data-Centric-AI-Community" class="btn btn-outline">
<img src="assets/github.svg" alt="GitHub" class="btn-icon">
Join us on Github
</a>
</div>
</div>
</div>
</section>
<!-- Definition Section -->
<section class="definition">
<div class="container">
<h2 class="section-title">
Want to understand <span class="highlight">Data-Centric AI</span> better?
</h2>
<div class="definition-card">
<p class="definition-text">
<strong>Data-Centric AI</strong> is the process of building and testing AI systems by focusing on data-centric operations (i.e. cleaning, cleansing, pre-processing, balancing, augmentation) rather than model-centric operations (i.e. hyper-parameters selection, architectural changes).
</p>
<div class="definition-footer">
<p class="definition-attribution">
The term is coined by <strong>Andrew Ng</strong>. The definition is provided by <strong>Marco Postiglione</strong> and chosen by the community itself.
</p>
</div>
</div>
</div>
</section>
<!-- Features Section -->
<section class="features">
<div class="container">
<h2 class="section-title">
The Data-Centric AI Community is the place to discuss data quality for data science.
</h2>
<div class="features-grid">
<div class="feature-card">
<img src="assets/data-profiling.svg" alt="Data Profiling" class="feature-icon">
<h3 class="feature-title">Data Profiling</h3>
<p class="feature-description">
Understanding the existing data is the first step. Profile your data in a few lines of code.
</p>
<a href="https://github.com/ydataai/ydata-profiling" class="feature-link">
Explore your data with ydata-profiling!
<img src="assets/chevron-right.svg" alt="Go to" class="chevron">
</a>
</div>
<div class="feature-card">
<img src="assets/synthetic-data.svg" alt="Synthetic Data" class="feature-icon">
<h3 class="feature-title">Synthetic Data</h3>
<p class="feature-description">
Synthetic data is artificially created data that keeps the original data properties, ensuring its business value while being privacy compliant.
</p>
<a href="https://github.com/ydataai/ydata-synthetic" class="feature-link">
Expand your data with ydata-synthetic!
<img src="assets/chevron-right.svg" alt="Go to" class="chevron">
</a>
</div>
<div class="feature-card">
<img src="assets/data-labeling.svg" alt="Data Labeling" class="feature-icon">
<h3 class="feature-title">Data Labeling</h3>
<p class="feature-description">
Isn't it one of your biggest pain points in data quality? The DCAI Community cultivates meaningful discussions around this and other topics!
</p>
</div>
</div>
</div>
</section>
<!-- Blog Section -->
<section class="blog" id="learn-more">
<div class="container">
<h2 class="section-title">Want to learn more?</h2>
<div class="blog-grid">
<article class="blog-card">
<img src="assets/blog/06.png" alt="Blog post" class="blog-image">
<div class="blog-content">
<h3 class="blog-title">Introducing the Data-Centric AI Community</h3>
<p class="blog-description">A place to discuss data quality for data science.</p>
<a href="https://venturebeat.com/2022/02/22/ydata-launches-data-centric-ai-community-for-data-scientists/" class="blog-link">
Learn More
<img src="assets/chevron-right.svg" alt="Go to" class="chevron">
</a>
</div>
</article>
<article class="blog-card">
<img src="assets/blog/05.jpeg" alt="Blog post" class="blog-image">
<div class="blog-content">
<h3 class="blog-title">From model-centric to data-centric</h3>
<p class="blog-description">A new paradigm for AI development — focused on data quality.</p>
<a href="https://towardsdatascience.com/from-model-centric-to-data-centric-4beb8ef50475" class="blog-link">
Learn More
<img src="assets/chevron-right.svg" alt="Go to" class="chevron">
</a>
</div>
</article>
<article class="blog-card">
<img src="assets/blog/04.jpeg" alt="Blog post" class="blog-image">
<div class="blog-content">
<h3 class="blog-title">Pandas Profiling for Quicker Data Understanding</h3>
<p class="blog-description">Read your data? Pause. Generate the Pandas Profiling report first.</p>
<a href="https://towardsdatascience.com/pandas-profiling-for-quicker-data-understanding-83bb9fc6719f" class="blog-link">
Learn More
<img src="assets/chevron-right.svg" alt="Go to" class="chevron">
</a>
</div>
</article>
<article class="blog-card">
<img src="assets/blog/03.png" alt="Blog post" class="blog-image">
<div class="blog-content">
<h3 class="blog-title">Synthetic Time-Series Data: A GAN approach</h3>
<p class="blog-description">Generate synthetic sequential data with TimeGAN.</p>
<a href="https://towardsdatascience.com/synthetic-time-series-data-a-gan-approach-869a984f2239" class="blog-link">
Learn More
<img src="assets/chevron-right.svg" alt="Go to" class="chevron">
</a>
</div>
</article>
<article class="blog-card">
<img src="assets/blog/02.jpeg" alt="Blog post" class="blog-image">
<div class="blog-content">
<h3 class="blog-title">How to Validate the Quality of Your Synthetic Data</h3>
<p class="blog-description">A tutorial on how you can combine ydata-synthetic with great expectations.</p>
<a href="https://towardsdatascience.com/how-to-validate-the-quality-of-your-synthetic-data-34503eba6da" class="blog-link">
Learn More
<img src="assets/chevron-right.svg" alt="Go to" class="chevron">
</a>
</div>
</article>
<article class="blog-card">
<img src="assets/blog/01.jpeg" alt="Blog post" class="blog-image">
<div class="blog-content">
<h3 class="blog-title">Versioning and Labeling — Better Together</h3>
<p class="blog-description">Data labeling and data versioning provide a rock solid bedrock to build your machine learning models on now and in the future.</p>
<a href="https://towardsdatascience.com/versioning-and-labeling-better-together-2dd7d4fe8bd9" class="blog-link">
Learn More
<img src="assets/chevron-right.svg" alt="Go to" class="chevron">
</a>
</div>
</article>
</div>
</div>
</section>
<!-- Footer -->
<footer class="footer">
<div class="container">
<h2 class="footer-title">Stay updated on Discord</h2>
<p class="footer-description">
Join the Data-Centric AI Community on Discord and be part of the conversation!
</p>
<a href="https://discord.gg/gwQ4VKeV" class="btn btn-secondary">
<img src="assets/discord.svg" alt="Discord" class="btn-icon">
Join Discord
</a>
</div>
</footer>
</body>
</html>