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<!DOCTYPE html>
<html lang="en" class="scroll-smooth">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<meta name="description" content="Skyulf is a local-first MLOps workspace. Ingest, clean, train, and deploy models without leaving your infrastructure.">
<meta name="keywords" content="Local MLOps, Privacy-First Machine Learning, AutoML, Feature Engineering Canvas, Model Registry, Python, FastAPI, Polars, On-Premise AI, Data Sovereignty, Scikit-learn, Data Science">
<meta name="author" content="Skyulf Team">
<!-- Open Graph / Facebook -->
<meta property="og:type" content="website">
<meta property="og:url" content="https://www.skyulf.com/">
<meta property="og:title" content="Skyulf · Own Your ML Pipeline">
<meta property="og:description" content="Skyulf is a local-first MLOps workspace. Ingest, clean, train, and deploy models without leaving your infrastructure.">
<meta property="og:image" content="https://www.skyulf.com/static/images/og-image.png">
<!-- Twitter -->
<meta property="twitter:card" content="summary_large_image">
<meta property="twitter:url" content="https://www.skyulf.com/">
<meta property="twitter:title" content="Skyulf · Own Your ML Pipeline">
<meta property="twitter:description" content="Skyulf is a local-first MLOps workspace. Ingest, clean, train, and deploy models without leaving your infrastructure.">
<meta property="twitter:image" content="https://www.skyulf.com/static/images/og-image.png">
<title>Skyulf · Own Your ML Pipeline</title>
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<style>.zoomable { cursor: default !important; } #lightbox { display: none !important; }</style>
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/* Lightbox Styles */
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</head>
<body class="bg-slate-950 text-slate-300 antialiased overflow-x-hidden">
<!-- Navigation -->
<nav class="fixed w-full z-50 glass">
<div class="max-w-7xl mx-auto px-4 sm:px-6 lg:px-8">
<div class="flex justify-between items-center h-16">
<div class="flex items-center gap-2">
<img src="./static/img/logo.png" alt="Skyulf Logo" class="w-8 h-8 rounded-lg">
<span class="font-bold text-xl text-white tracking-tight">Skyulf</span>
</div>
<div class="hidden md:flex items-center space-x-8">
<a href="#features" class="text-sm font-medium hover:text-white transition-colors">Features</a>
<a href="#workflow" class="text-sm font-medium hover:text-white transition-colors">Workflow</a>
<a href="#faq" class="text-sm font-medium hover:text-white transition-colors">FAQ</a>
</div>
<div class="flex items-center gap-4">
<a href="./site/index.html" class="hidden sm:block text-sm font-medium hover:text-white transition-colors">Docs</a>
<a href="https://github.com/flyingriverhorse/skyulf" target="_blank" class="px-5 py-2 rounded-full bg-white text-slate-900 text-sm font-semibold hover:bg-slate-100 transition-colors shadow-[0_0_20px_rgba(255,255,255,0.3)]">
View Source
</a>
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</nav>
<!-- Hero Section -->
<section class="relative pt-24 pb-16 lg:pt-32 lg:pb-24 overflow-hidden">
<!-- Background Glows -->
<div class="absolute top-0 left-1/2 -translate-x-1/2 w-[1000px] h-[500px] bg-indigo-600/20 rounded-full blur-[120px] -z-10"></div>
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<div class="max-w-7xl mx-auto px-4 sm:px-6 lg:px-8 text-center">
<h1 class="text-5xl md:text-7xl font-bold text-white tracking-tight mb-6 leading-tight">
Own Your <br class="hidden md:block" />
<span class="text-gradient">ML Pipeline</span> Locally
</h1>
<p class="max-w-2xl mx-auto text-lg md:text-xl text-slate-400 mb-10 leading-relaxed">
The privacy-first MLOps workspace. Ingest data, engineer features visually, and train models without your data ever leaving your infrastructure.
</p>
<!-- Quick install snippet -->
<div class="max-w-lg mx-auto mb-8 flex flex-col items-center gap-3">
<div class="w-full rounded-xl bg-slate-900/80 border border-slate-800 px-5 py-3 flex items-center justify-between gap-3">
<code class="text-sm text-slate-300 font-mono">pip install skyulf-core</code>
<div class="flex items-center gap-3 flex-shrink-0">
<a href="https://pypi.org/project/skyulf-core/" target="_blank" title="View on PyPI">
<img src="https://img.shields.io/pypi/dm/skyulf-core?style=flat-square&color=6366f1&label=downloads" alt="PyPI downloads" class="h-5">
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<button onclick="navigator.clipboard.writeText('pip install skyulf-core'); this.querySelector('i').setAttribute('data-feather','check'); feather.replace();" class="text-slate-500 hover:text-white transition-colors" title="Copy">
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</div>
<div class="flex items-center gap-3">
<a href="https://pypi.org/project/skyulf-core/" target="_blank">
<img src="https://img.shields.io/pypi/v/skyulf-core?style=flat-square&color=38bdf8&label=latest" alt="PyPI version" class="h-5">
</a>
<a href="https://pypi.org/project/skyulf-core/" target="_blank">
<img src="https://img.shields.io/pypi/pyversions/skyulf-core?style=flat-square&color=a855f7" alt="Python versions" class="h-5">
</a>
<a href="https://github.com/flyingriverhorse/skyulf" target="_blank">
<img src="https://img.shields.io/github/stars/flyingriverhorse/skyulf?style=flat-square&color=f59e0b&label=stars" alt="GitHub stars" class="h-5">
</a>
</div>
</div>
<div class="flex flex-col sm:flex-row items-center justify-center gap-4 mb-16">
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<i data-feather="github" class="w-5 h-5"></i>
Star on GitHub
</a>
<a href="./site/guides/platform_setup.html" class="w-full sm:w-auto px-8 py-4 rounded-xl bg-slate-800 text-white font-semibold text-lg hover:bg-slate-700 transition-colors border border-slate-700 flex items-center justify-center gap-2">
<i data-feather="book-open" class="w-5 h-5"></i>
Get Started
</a>
</div>
<!-- Hero Image / Dashboard Preview -->
<div class="relative max-w-5xl mx-auto animate-float">
<div class="absolute -inset-1 bg-gradient-brand rounded-2xl blur opacity-30"></div>
<div class="relative rounded-2xl overflow-hidden border border-slate-800 shadow-2xl bg-slate-900 group cursor-pointer zoomable">
<img src="./static/img/dashboard.jpg" alt="Skyulf Dashboard" class="w-full h-auto object-cover transition-transform duration-500 group-hover:scale-105">
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<i data-feather="maximize-2" class="text-white w-12 h-12 drop-shadow-lg"></i>
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</div>
</div>
</div>
</section>
<!-- Features Grid -->
<section id="features" class="py-12 bg-slate-950 relative">
<div class="max-w-7xl mx-auto px-4 sm:px-6 lg:px-8">
<div class="text-center mb-16">
<h2 class="text-3xl md:text-4xl font-bold text-white mb-4">Focus on the model, <span class="text-indigo-400">not the infrastructure.</span></h2>
<p class="text-slate-400 max-w-2xl mx-auto">Built for teams who want to focus on models, not glue code.</p>
</div>
<div class="grid grid-cols-1 md:grid-cols-3 gap-8">
<!-- Feature 1 -->
<div class="p-8 rounded-2xl bg-slate-900/50 border border-slate-800 hover-glow group">
<div class="w-12 h-12 rounded-lg bg-blue-500/10 flex items-center justify-center mb-6 group-hover:scale-110 transition-transform">
<i data-feather="layout" class="w-6 h-6 text-blue-400"></i>
</div>
<h3 class="text-xl font-semibold text-white mb-3">Visual Canvas</h3>
<p class="text-slate-400 leading-relaxed">
Drag, drop, and connect nodes to clean data and engineer features. No more spaghetti code in notebooks.
</p>
</div>
<!-- Feature 2 -->
<div class="p-8 rounded-2xl bg-slate-900/50 border border-slate-800 hover-glow group">
<div class="w-12 h-12 rounded-lg bg-indigo-500/10 flex items-center justify-center mb-6 group-hover:scale-110 transition-transform">
<i data-feather="cpu" class="w-6 h-6 text-indigo-400"></i>
</div>
<h3 class="text-xl font-semibold text-white mb-3">Background Training</h3>
<p class="text-slate-400 leading-relaxed">
Run heavy training jobs in the background. Powered by <strong>Polars</strong> for high-speed processing and Celery for robust task management.
</p>
</div>
<!-- Feature 3 -->
<div class="p-8 rounded-2xl bg-slate-900/50 border border-slate-800 hover-glow group">
<div class="w-12 h-12 rounded-lg bg-purple-500/10 flex items-center justify-center mb-6 group-hover:scale-110 transition-transform">
<i data-feather="upload-cloud" class="w-6 h-6 text-purple-400"></i>
</div>
<h3 class="text-xl font-semibold text-white mb-3">One-Click Deploy</h3>
<p class="text-slate-400 leading-relaxed">
Go from experiment to production instantly. Serve predictions via a built-in REST API.
</p>
</div>
</div>
</div>
</section>
<!-- Deep Dive / Workflow Sections -->
<section id="workflow" class="py-12 relative overflow-hidden">
<!-- Data Ingestion Section -->
<div class="max-w-7xl mx-auto px-4 sm:px-6 lg:px-8 mb-20">
<div class="flex flex-col lg:flex-row-reverse items-center gap-16">
<div class="lg:w-1/2">
<div class="inline-block px-3 py-1 rounded-full bg-emerald-500/10 text-emerald-400 text-xs font-semibold mb-6">DATA INGESTION</div>
<h2 class="text-3xl md:text-4xl font-bold text-white mb-6">Load your data.<br>Keep it on your machine.</h2>
<p class="text-slate-400 text-lg mb-8 leading-relaxed">
Import CSV, Parquet, or SQL datasets directly. <strong>Powered by Polars</strong>, Skyulf auto-detects column types and caches everything for fast, repeatable experiments.
</p>
<ul class="space-y-4 mb-8">
<li class="flex items-center gap-3 text-slate-300">
<i data-feather="check-circle" class="w-5 h-5 text-emerald-500"></i>
<span>Smart column type detection</span>
</li>
<li class="flex items-center gap-3 text-slate-300">
<i data-feather="check-circle" class="w-5 h-5 text-emerald-500"></i>
<span>Built-in dataset caching</span>
</li>
<li class="flex items-center gap-3 text-slate-300">
<i data-feather="check-circle" class="w-5 h-5 text-emerald-500"></i>
<span>No data leaves your network</span>
</li>
</ul>
</div>
<div class="lg:w-1/2 relative group cursor-pointer zoomable">
<div class="absolute -inset-4 bg-emerald-500/20 rounded-3xl blur-2xl -z-10"></div>
<div class="relative rounded-2xl overflow-hidden border border-slate-800 shadow-2xl w-full">
<img src="./static/img/datasource.jpg" alt="Data Ingestion" class="w-full transition-transform duration-500 group-hover:scale-105">
<div class="absolute inset-0 flex items-center justify-center opacity-0 group-hover:opacity-100 transition-opacity duration-300 bg-slate-900/40">
<i data-feather="maximize-2" class="text-white w-12 h-12 drop-shadow-lg"></i>
</div>
</div>
</div>
</div>
</div>
<!-- EDA Section -->
<div class="max-w-7xl mx-auto px-4 sm:px-6 lg:px-8 mb-20">
<div class="flex flex-col lg:flex-row items-center gap-16">
<div class="lg:w-1/2">
<div class="inline-block px-3 py-1 rounded-full bg-pink-500/10 text-pink-400 text-xs font-semibold mb-6">EXPLORATORY DATA ANALYSIS</div>
<h2 class="text-3xl md:text-4xl font-bold text-white mb-6">Understand your data.<br>Before you train.</h2>
<p class="text-slate-400 text-lg mb-8 leading-relaxed">
Automated profiling, outlier detection, and causal discovery. Spot data quality issues instantly with our high-performance Polars-based engine.
</p>
<ul class="space-y-4 mb-8">
<li class="flex items-start gap-3">
<div class="mt-1 w-5 h-5 rounded-full bg-pink-500/20 flex items-center justify-center flex-shrink-0">
<i data-feather="check" class="w-3 h-3 text-pink-400"></i>
</div>
<span class="text-slate-300"><strong class="text-white">Decision Trees:</strong> Extract human-readable rules (e.g., "IF Age > 30...") to find key segments.</span>
</li>
<li class="flex items-start gap-3">
<div class="mt-1 w-5 h-5 rounded-full bg-pink-500/20 flex items-center justify-center flex-shrink-0">
<i data-feather="check" class="w-3 h-3 text-pink-400"></i>
</div>
<span class="text-slate-300"><strong class="text-white">Causal Discovery:</strong> Discover hidden cause-effect relationships using the PC Algorithm.</span>
</li>
<li class="flex items-start gap-3">
<div class="mt-1 w-5 h-5 rounded-full bg-pink-500/20 flex items-center justify-center flex-shrink-0">
<i data-feather="check" class="w-3 h-3 text-pink-400"></i>
</div>
<span class="text-slate-300"><strong class="text-white">Decomposition Trees:</strong> Interactively drill down into metrics across multiple dimensions.</span>
</li>
<li class="flex items-start gap-3">
<div class="mt-1 w-5 h-5 rounded-full bg-pink-500/20 flex items-center justify-center flex-shrink-0">
<i data-feather="check" class="w-3 h-3 text-pink-400"></i>
</div>
<span class="text-slate-300"><strong class="text-white">Interactive Plots:</strong> 3D PCA, Time Series decomposition, and Geospatial maps.</span>
</li>
</ul>
</div>
<div class="lg:w-1/2 relative">
<div class="absolute -inset-4 bg-pink-500/20 rounded-3xl blur-2xl -z-10"></div>
<!-- Carousel Container -->
<div id="eda-carousel" class="rounded-2xl border border-slate-800 shadow-2xl w-full bg-slate-900 aspect-video relative group overflow-hidden cursor-pointer">
<!-- Slides Container -->
<div id="eda-slides" class="flex transition-transform duration-500 ease-out h-full">
<!-- Dashboard -->
<div class="w-full h-full flex-shrink-0 flex items-center justify-center relative bg-slate-900 eda-slide-content">
<img src="./static/img/eda/dashboardeda.jpg" class="absolute inset-0 w-full h-full object-cover" alt="EDA Dashboard">
<div class="absolute bottom-0 left-0 right-0 p-4 bg-gradient-to-t from-slate-950/90 to-transparent">
<span class="text-white font-medium drop-shadow-md">EDA Dashboard</span>
</div>
</div>
<!-- Smart Insights -->
<div class="w-full h-full flex-shrink-0 flex items-center justify-center relative bg-slate-900 eda-slide-content">
<img src="./static/img/eda/smart insights.jpg" class="absolute inset-0 w-full h-full object-cover" alt="Smart Insights">
<div class="absolute bottom-0 left-0 right-0 p-4 bg-gradient-to-t from-slate-950/90 to-transparent">
<span class="text-white font-medium drop-shadow-md">Smart Insights</span>
</div>
</div>
<!-- Numeric Distribution -->
<div class="w-full h-full flex-shrink-0 flex items-center justify-center relative bg-slate-900 eda-slide-content">
<img src="./static/img/eda/numeric_distrubtion.jpg" class="absolute inset-0 w-full h-full object-cover" alt="Numeric Distribution">
<div class="absolute bottom-0 left-0 right-0 p-4 bg-gradient-to-t from-slate-950/90 to-transparent">
<span class="text-white font-medium drop-shadow-md">Numeric Distribution</span>
</div>
</div>
<!-- Text Distribution -->
<div class="w-full h-full flex-shrink-0 flex items-center justify-center relative bg-slate-900 eda-slide-content">
<img src="./static/img/eda/text_distrubtion.jpg" class="absolute inset-0 w-full h-full object-cover" alt="Text Distribution">
<div class="absolute bottom-0 left-0 right-0 p-4 bg-gradient-to-t from-slate-950/90 to-transparent">
<span class="text-white font-medium drop-shadow-md">Text Distribution</span>
</div>
</div>
<!-- Correlation Matrix -->
<div class="w-full h-full flex-shrink-0 flex items-center justify-center relative bg-slate-900 eda-slide-content">
<img src="./static/img/eda/correlations.jpg" class="absolute inset-0 w-full h-full object-cover" alt="Correlation Matrix">
<div class="absolute bottom-0 left-0 right-0 p-4 bg-gradient-to-t from-slate-950/90 to-transparent">
<span class="text-white font-medium drop-shadow-md">Correlation Matrix</span>
</div>
</div>
<!-- Detailed Interactions -->
<div class="w-full h-full flex-shrink-0 flex items-center justify-center relative bg-slate-900 eda-slide-content">
<img src="./static/img/eda/detailedinteractions.jpg" class="absolute inset-0 w-full h-full object-cover" alt="Detailed Interactions">
<div class="absolute bottom-0 left-0 right-0 p-4 bg-gradient-to-t from-slate-950/90 to-transparent">
<span class="text-white font-medium drop-shadow-md">Detailed Interactions</span>
</div>
</div>
<!-- 2D Bivariate Analysis -->
<div class="w-full h-full flex-shrink-0 flex items-center justify-center relative bg-slate-900 eda-slide-content">
<img src="./static/img/eda/2dbivariate.jpg" class="absolute inset-0 w-full h-full object-cover" alt="2D Bivariate Analysis">
<div class="absolute bottom-0 left-0 right-0 p-4 bg-gradient-to-t from-slate-950/90 to-transparent">
<span class="text-white font-medium drop-shadow-md">2D Bivariate Analysis</span>
</div>
</div>
<!-- 3D Bivariate Analysis -->
<div class="w-full h-full flex-shrink-0 flex items-center justify-center relative bg-slate-900 eda-slide-content">
<img src="./static/img/eda/3dbivariate.jpg" class="absolute inset-0 w-full h-full object-cover" alt="3D Bivariate Analysis">
<div class="absolute bottom-0 left-0 right-0 p-4 bg-gradient-to-t from-slate-950/90 to-transparent">
<span class="text-white font-medium drop-shadow-md">3D Bivariate Analysis</span>
</div>
</div>
<!-- 2D PCA Analysis -->
<div class="w-full h-full flex-shrink-0 flex items-center justify-center relative bg-slate-900 eda-slide-content">
<img src="./static/img/eda/2dpca.jpg" class="absolute inset-0 w-full h-full object-cover" alt="2D PCA Analysis">
<div class="absolute bottom-0 left-0 right-0 p-4 bg-gradient-to-t from-slate-950/90 to-transparent">
<span class="text-white font-medium drop-shadow-md">2D PCA Analysis</span>
</div>
</div>
<!-- 3D PCA Analysis -->
<div class="w-full h-full flex-shrink-0 flex items-center justify-center relative bg-slate-900 eda-slide-content">
<img src="./static/img/eda/3dpca.jpg" class="absolute inset-0 w-full h-full object-cover" alt="3D PCA Analysis">
<div class="absolute bottom-0 left-0 right-0 p-4 bg-gradient-to-t from-slate-950/90 to-transparent">
<span class="text-white font-medium drop-shadow-md">3D PCA Analysis</span>
</div>
</div>
<!-- Feature Importance -->
<div class="w-full h-full flex-shrink-0 flex items-center justify-center relative bg-slate-900 eda-slide-content">
<img src="./static/img/eda/featureimportance.jpg" class="absolute inset-0 w-full h-full object-cover" alt="Feature Importance">
<div class="absolute bottom-0 left-0 right-0 p-4 bg-gradient-to-t from-slate-950/90 to-transparent">
<span class="text-white font-medium drop-shadow-md">Feature Importance</span>
</div>
</div>
<!-- Decision Tree Rules -->
<div class="w-full h-full flex-shrink-0 flex items-center justify-center relative bg-slate-900 eda-slide-content">
<img src="./static/img/eda/decisiontree.jpg" class="absolute inset-0 w-full h-full object-cover" alt="Decision Tree Rules">
<div class="absolute bottom-0 left-0 right-0 p-4 bg-gradient-to-t from-slate-950/90 to-transparent">
<span class="text-white font-medium drop-shadow-md">Decision Tree Rules</span>
</div>
</div>
<!-- Decomposition Tree -->
<div class="w-full h-full flex-shrink-0 flex items-center justify-center relative bg-slate-900 eda-slide-content">
<img src="./static/img/eda/decompositiontree.jpg" class="absolute inset-0 w-full h-full object-cover" alt="Decomposition Tree">
<div class="absolute bottom-0 left-0 right-0 p-4 bg-gradient-to-t from-slate-950/90 to-transparent">
<span class="text-white font-medium drop-shadow-md">Decomposition Tree</span>
</div>
</div>
<!-- Causal Discovery -->
<div class="w-full h-full flex-shrink-0 flex items-center justify-center relative bg-slate-900 eda-slide-content">
<img src="./static/img/eda/causal.jpg" class="absolute inset-0 w-full h-full object-cover" alt="Causal Discovery">
<div class="absolute bottom-0 left-0 right-0 p-4 bg-gradient-to-t from-slate-950/90 to-transparent">
<span class="text-white font-medium drop-shadow-md">Causal Discovery</span>
</div>
</div>
<!-- Outlier Detection -->
<div class="w-full h-full flex-shrink-0 flex items-center justify-center relative bg-slate-900 eda-slide-content">
<img src="./static/img/eda/outliers.jpg" class="absolute inset-0 w-full h-full object-cover" alt="Outlier Detection">
<div class="absolute bottom-0 left-0 right-0 p-4 bg-gradient-to-t from-slate-950/90 to-transparent">
<span class="text-white font-medium drop-shadow-md">Outlier Detection</span>
</div>
</div>
<!-- Target Analysis -->
<div class="w-full h-full flex-shrink-0 flex items-center justify-center relative bg-slate-900 eda-slide-content">
<img src="./static/img/eda/target analysis.jpg" class="absolute inset-0 w-full h-full object-cover" alt="Target Analysis">
<div class="absolute bottom-0 left-0 right-0 p-4 bg-gradient-to-t from-slate-950/90 to-transparent">
<span class="text-white font-medium drop-shadow-md">Target Analysis</span>
</div>
</div>
<!-- Cluster Segmentation -->
<div class="w-full h-full flex-shrink-0 flex items-center justify-center relative bg-slate-900 eda-slide-content">
<img src="./static/img/eda/cluster_Segmentation.jpg" class="absolute inset-0 w-full h-full object-cover" alt="Cluster Segmentation">
<div class="absolute bottom-0 left-0 right-0 p-4 bg-gradient-to-t from-slate-950/90 to-transparent">
<span class="text-white font-medium drop-shadow-md">Cluster Segmentation</span>
</div>
</div>
<!-- Sample Data -->
<div class="w-full h-full flex-shrink-0 flex items-center justify-center relative bg-slate-900 eda-slide-content">
<img src="./static/img/eda/sampledata.jpg" class="absolute inset-0 w-full h-full object-cover" alt="Sample Data">
<div class="absolute bottom-0 left-0 right-0 p-4 bg-gradient-to-t from-slate-950/90 to-transparent">
<span class="text-white font-medium drop-shadow-md">Sample Data</span>
</div>
</div>
</div>
<!-- Zoom Hint -->
<div class="absolute top-4 right-4 opacity-0 group-hover:opacity-100 transition-opacity duration-300 z-20 bg-slate-900/60 p-2 rounded-full backdrop-blur-sm">
<i data-feather="maximize-2" class="text-white w-5 h-5"></i>
</div>
<!-- Navigation Buttons -->
<button id="eda-prev" class="absolute left-4 top-1/2 -translate-y-1/2 p-2 rounded-full bg-slate-800/80 text-white hover:bg-slate-700 transition-colors opacity-0 group-hover:opacity-100 z-20">
<i data-feather="chevron-left" class="w-6 h-6"></i>
</button>
<button id="eda-next" class="absolute right-4 top-1/2 -translate-y-1/2 p-2 rounded-full bg-slate-800/80 text-white hover:bg-slate-700 transition-colors opacity-0 group-hover:opacity-100 z-20">
<i data-feather="chevron-right" class="w-6 h-6"></i>
</button>
<!-- Indicators -->
<div class="absolute bottom-4 left-1/2 -translate-x-1/2 flex gap-2 z-20 overflow-x-auto max-w-full px-4 no-scrollbar">
<button class="flex-shrink-0 w-2 h-2 rounded-full bg-white hover:bg-white transition-colors eda-dot"></button>
<button class="flex-shrink-0 w-2 h-2 rounded-full bg-white/20 hover:bg-white transition-colors eda-dot"></button>
<button class="flex-shrink-0 w-2 h-2 rounded-full bg-white/20 hover:bg-white transition-colors eda-dot"></button>
<button class="flex-shrink-0 w-2 h-2 rounded-full bg-white/20 hover:bg-white transition-colors eda-dot"></button>
<button class="flex-shrink-0 w-2 h-2 rounded-full bg-white/20 hover:bg-white transition-colors eda-dot"></button>
<button class="flex-shrink-0 w-2 h-2 rounded-full bg-white/20 hover:bg-white transition-colors eda-dot"></button>
<button class="flex-shrink-0 w-2 h-2 rounded-full bg-white/20 hover:bg-white transition-colors eda-dot"></button>
<button class="flex-shrink-0 w-2 h-2 rounded-full bg-white/20 hover:bg-white transition-colors eda-dot"></button>
<button class="flex-shrink-0 w-2 h-2 rounded-full bg-white/20 hover:bg-white transition-colors eda-dot"></button>
<button class="flex-shrink-0 w-2 h-2 rounded-full bg-white/20 hover:bg-white transition-colors eda-dot"></button>
<button class="flex-shrink-0 w-2 h-2 rounded-full bg-white/20 hover:bg-white transition-colors eda-dot"></button>
<button class="flex-shrink-0 w-2 h-2 rounded-full bg-white/20 hover:bg-white transition-colors eda-dot"></button>
<button class="flex-shrink-0 w-2 h-2 rounded-full bg-white/20 hover:bg-white transition-colors eda-dot"></button>
<button class="flex-shrink-0 w-2 h-2 rounded-full bg-white/20 hover:bg-white transition-colors eda-dot"></button>
<button class="flex-shrink-0 w-2 h-2 rounded-full bg-white/20 hover:bg-white transition-colors eda-dot"></button>
<button class="flex-shrink-0 w-2 h-2 rounded-full bg-white/20 hover:bg-white transition-colors eda-dot"></button>
<button class="flex-shrink-0 w-2 h-2 rounded-full bg-white/20 hover:bg-white transition-colors eda-dot"></button>
<button class="flex-shrink-0 w-2 h-2 rounded-full bg-white/20 hover:bg-white transition-colors eda-dot"></button>
<button class="flex-shrink-0 w-2 h-2 rounded-full bg-white/20 hover:bg-white transition-colors eda-dot"></button>
<button class="flex-shrink-0 w-2 h-2 rounded-full bg-white/20 hover:bg-white transition-colors eda-dot"></button>
<button class="flex-shrink-0 w-2 h-2 rounded-full bg-white/20 hover:bg-white transition-colors eda-dot"></button>
</div>
</div>
</div>
</div>
</div>
<!-- Canvas Section -->
<div class="max-w-7xl mx-auto px-4 sm:px-6 lg:px-8 mb-20">
<div class="flex flex-col lg:flex-row items-center gap-16">
<div class="lg:w-1/2">
<div class="inline-block px-3 py-1 rounded-full bg-blue-500/10 text-blue-400 text-xs font-semibold mb-6">FEATURE ENGINEERING</div>
<h2 class="text-3xl md:text-4xl font-bold text-white mb-6">Stop writing boilerplate.<br>Start designing pipelines.</h2>
<p class="text-slate-400 text-lg mb-8 leading-relaxed">
The ML Canvas lets you visualize your data transformations. Handle missing values, encode categories, scale features, and more—all with drag-and-drop nodes. Build multi-branch pipelines that merge or run in parallel.
</p>
<ul class="space-y-4 mb-8">
<li class="flex items-center gap-3 text-slate-300">
<i data-feather="check-circle" class="w-5 h-5 text-blue-500"></i>
<span>30+ Built-in processing nodes</span>
</li>
<li class="flex items-center gap-3 text-slate-300">
<i data-feather="check-circle" class="w-5 h-5 text-blue-500"></i>
<span>Multi-path merge & parallel branches</span>
</li>
<li class="flex items-center gap-3 text-slate-300">
<i data-feather="check-circle" class="w-5 h-5 text-blue-500"></i>
<span>Copy-paste nodes with Ctrl+C / Ctrl+V</span>
</li>
<li class="flex items-center gap-3 text-slate-300">
<i data-feather="check-circle" class="w-5 h-5 text-blue-500"></i>
<span>Reproducible pipeline exports</span>
</li>
</ul>
</div>
<div class="lg:w-1/2 relative group cursor-pointer zoomable">
<div class="absolute -inset-4 bg-blue-500/20 rounded-3xl blur-2xl -z-10"></div>
<div class="relative rounded-2xl overflow-hidden border border-slate-800 shadow-2xl w-full">
<img src="./static/img/canvas.jpg" alt="ML Canvas" class="w-full transition-transform duration-500 group-hover:scale-105">
<div class="absolute inset-0 flex items-center justify-center opacity-0 group-hover:opacity-100 transition-opacity duration-300 bg-slate-900/40">
<i data-feather="maximize-2" class="text-white w-12 h-12 drop-shadow-lg"></i>
</div>
</div>
</div>
</div>
</div>
<!-- Experiments Section -->
<div class="max-w-7xl mx-auto px-4 sm:px-6 lg:px-8 mb-20">
<div class="flex flex-col lg:flex-row-reverse items-center gap-16">
<div class="lg:w-1/2">
<div class="inline-block px-3 py-1 rounded-full bg-indigo-500/10 text-indigo-400 text-xs font-semibold mb-6">EXPERIMENT TRACKING</div>
<h2 class="text-3xl md:text-4xl font-bold text-white mb-6">Compare runs.<br>Pick the winner.</h2>
<p class="text-slate-400 text-lg mb-8 leading-relaxed">
Don't guess which model is better. Run parallel experiments across separate branches and compare results side by side. Track every hyperparameter, metric, and artifact.
</p>
<div class="grid grid-cols-2 gap-4">
<div class="p-3 rounded-lg bg-slate-900 border border-slate-800">
<div class="text-lg font-bold text-white mb-0.5">ROC</div>
<div class="text-xs text-slate-500">Curve Analysis</div>
</div>
<div class="p-3 rounded-lg bg-slate-900 border border-slate-800">
<div class="text-lg font-bold text-white mb-0.5">F1</div>
<div class="text-xs text-slate-500">Score Tracking</div>
</div>
<div class="p-3 rounded-lg bg-slate-900 border border-slate-800">
<div class="text-lg font-bold text-white mb-0.5">Acc</div>
<div class="text-xs text-slate-500">Model Accuracy</div>
</div>
<div class="p-3 rounded-lg bg-slate-900 border border-slate-800">
<div class="text-lg font-bold text-white mb-0.5">MAE</div>
<div class="text-xs text-slate-500">Error Metrics</div>
</div>
</div>
</div>
<div class="lg:w-1/2 relative group cursor-pointer zoomable">
<div class="absolute -inset-4 bg-indigo-500/20 rounded-3xl blur-2xl -z-10"></div>
<div class="relative rounded-2xl overflow-hidden border border-slate-800 shadow-2xl w-full">
<img src="./static/img/experiments.jpg" alt="Experiments" class="w-full transition-transform duration-500 group-hover:scale-105">
<div class="absolute inset-0 flex items-center justify-center opacity-0 group-hover:opacity-100 transition-opacity duration-300 bg-slate-900/40">
<i data-feather="maximize-2" class="text-white w-12 h-12 drop-shadow-lg"></i>
</div>
</div>
</div>
</div>
</div>
<!-- Deployment Section -->
<div class="max-w-7xl mx-auto px-4 sm:px-6 lg:px-8 mb-20">
<div class="flex flex-col lg:flex-row items-center gap-16">
<div class="lg:w-1/2">
<div class="inline-block px-3 py-1 rounded-full bg-purple-500/10 text-purple-400 text-xs font-semibold mb-6">DEPLOYMENT</div>
<h2 class="text-3xl md:text-4xl font-bold text-white mb-6">Test your models<br>instantly.</h2>
<p class="text-slate-400 text-lg mb-8 leading-relaxed">
Once you're happy with a model, deploy it to a local inference endpoint. Verify predictions immediately with the built-in JSON editor before moving to production.
</p>
</div>
<div class="lg:w-1/2 relative group cursor-pointer zoomable">
<div class="absolute -inset-4 bg-purple-500/20 rounded-3xl blur-2xl -z-10"></div>
<div class="relative rounded-2xl overflow-hidden border border-slate-800 shadow-2xl w-full">
<img src="./static/img/deployment.jpg" alt="Deployment" class="w-full transition-transform duration-500 group-hover:scale-105">
<div class="absolute inset-0 flex items-center justify-center opacity-0 group-hover:opacity-100 transition-opacity duration-300 bg-slate-900/40">
<i data-feather="maximize-2" class="text-white w-12 h-12 drop-shadow-lg"></i>
</div>
</div>
</div>
</div>
</div>
<!-- Inference Section -->
<div class="max-w-7xl mx-auto px-4 sm:px-6 lg:px-8 mb-20">
<div class="flex flex-col lg:flex-row-reverse items-center gap-16">
<div class="lg:w-1/2">
<div class="inline-block px-3 py-1 rounded-full bg-teal-500/10 text-teal-400 text-xs font-semibold mb-6">LOCAL INFERENCE</div>
<h2 class="text-3xl md:text-4xl font-bold text-white mb-6">Validate models<br>before production.</h2>
<p class="text-slate-400 text-lg mb-8 leading-relaxed">
Spin up a local API endpoint to test your model against real data. Debug inputs and outputs in real-time without deploying to a remote environment.
</p>
<ul class="space-y-4 mb-8">
<li class="flex items-center gap-3 text-slate-300">
<i data-feather="check-circle" class="w-5 h-5 text-teal-500"></i>
<span>Instant local API endpoints</span>
</li>
<li class="flex items-center gap-3 text-slate-300">
<i data-feather="check-circle" class="w-5 h-5 text-teal-500"></i>
<span>Interactive JSON request builder</span>
</li>
<li class="flex items-center gap-3 text-slate-300">
<i data-feather="check-circle" class="w-5 h-5 text-teal-500"></i>
<span>Rapid debugging cycle</span>
</li>
</ul>
</div>
<div class="lg:w-1/2 relative">
<div class="absolute -inset-4 bg-teal-500/20 rounded-3xl blur-2xl -z-10"></div>
<img src="./static/img/inference.jpg" alt="Inference" class="rounded-2xl border border-slate-800 shadow-2xl w-full">
</div>
</div>
</div>
<!-- Monitoring / Drift Section -->
<div class="max-w-7xl mx-auto px-4 sm:px-6 lg:px-8 mb-20">
<div class="flex flex-col lg:flex-row items-center gap-16">
<!-- Text Content -->
<div class="lg:w-1/2">
<div class="inline-block px-3 py-1 rounded-full bg-orange-500/10 text-orange-400 text-xs font-semibold mb-6">MONITORING</div>
<h2 class="text-3xl md:text-4xl font-bold text-white mb-6">Detect Drift.<br>Maintain Performance.</h2>
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Continuous monitoring of your deployed models. Detect data drift, concept drift, and prediction anomalies in real-time to ensure model reliability.
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<span class="text-slate-300"><strong class="text-white">Drift Detection:</strong> Automatically compare production data against training baselines.</span>
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<span class="text-slate-300"><strong class="text-white">Feature Analysis:</strong> Visualize distributions to pinpoint exactly which features are drifting.</span>
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<span class="text-slate-300"><strong class="text-white">Automated Reports:</strong> Generate comprehensive HTML reports for stakeholders.</span>
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<h2 class="text-3xl md:text-4xl font-bold text-white mb-4">Who is this for?</h2>
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Teams working with sensitive data who can't upload to cloud services.
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<h3 class="text-xl font-semibold text-white mb-3">Healthcare & Research</h3>
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Train models on patient data or research datasets that can't leave your infrastructure due to GDPR or institutional policies.
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<li class="flex items-center gap-2"><span class="w-1.5 h-1.5 bg-blue-400 rounded-full"></span>HIPAA and GDPR friendly workflows</li>
<li class="flex items-center gap-2"><span class="w-1.5 h-1.5 bg-blue-400 rounded-full"></span>100% on-premise processing</li>
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<h3 class="text-xl font-semibold text-white mb-3">Government & Public Sector</h3>
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Municipalities and public institutions working with citizen data that must stay on-premises for privacy and compliance.
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<li class="flex items-center gap-2"><span class="w-1.5 h-1.5 bg-purple-400 rounded-full"></span>Full audit trails</li>
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<h3 class="text-xl font-semibold text-white mb-3">SMEs & Startups</h3>
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Small teams who need ML tooling but want to avoid expensive SaaS subscriptions and keep data under their own control.
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<li class="flex items-center gap-2"><span class="w-1.5 h-1.5 bg-emerald-400 rounded-full"></span>Zero-config SQLite start</li>
<li class="flex items-center gap-2"><span class="w-1.5 h-1.5 bg-emerald-400 rounded-full"></span>No per-user fees</li>
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<h2 class="text-3xl md:text-4xl font-bold text-white mb-4">Frequently Asked Questions</h2>
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Everything you need to know about the platform and how it works.
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Skyulf is a self-hosted MLOps platform. It lets you build, train, and monitor machine learning pipelines entirely on your infrastructure.
Unlike cloud-based solutions, your data never leaves your servers—perfect for privacy-sensitive or regulated environments.
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I named it Skyulf after two ideas. Sky is the open space above Earth, where the sun, moon, stars, and clouds live. Ulf means “wolf,” with Nordic roots, and the wolf is also a strong symbol in Turkic tradition. Together it fits the project: independent and community-driven.
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Local-first means complete data sovereignty. No vendor lock-in, no surprise cloud bills, no data privacy concerns.
You control where your models train, where your data lives, and who can access it. It's MLOps on your terms.
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Cloud platforms require uploading your data to third-party servers and charge based on usage. Skyulf runs 100% on-premise or in your private cloud.
No data leaves your network, no usage-based pricing, and no vendor dependencies. You own the infrastructure and the workflow.
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Skyulf is currently in <strong>Active Alpha</strong>. It is perfect for internal tools, research, and experimentation.
We are working towards a stable v1.0 for critical production workloads.
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Yes. Skyulf is open source with a split license model: <strong>Apache 2.0</strong> for the backend and <strong>GNU AGPLv3</strong> for the frontend.
This ensures the core remains easy to integrate, while UI improvements are shared back to the community.
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Contributions are welcome! Check out our <a href="https://github.com/flyingriverhorse/skyulf" class="text-blue-400 hover:underline">GitHub</a>.
Whether it's code, documentation, bug reports, or feature ideas—every contribution helps shape Skyulf.
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To democratize AI development. We are building an "App Hub" where anyone can drag-and-drop to create powerful AI tools—from traditional ML to GenAI agents—without needing a PhD or a cloud budget.
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For the backend (Apache 2.0), commercial use is free. For the frontend (AGPLv3), if you build a proprietary SaaS that modifies the UI, you may need a commercial license exception.
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<h2 class="text-3xl md:text-4xl font-bold text-white mb-6">See Skyulf in action</h2>
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From ingestion to deployment, Skyulf keeps your experiments reproducible and private. Here’s a snapshot of how a local-first team moves from raw data to a deployed model.
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<h3 class="text-lg font-semibold text-white mb-1">Load your data</h3>
<p class="text-slate-400 text-sm">Point to CSV, Parquet, or SQL sources. Schema gets detected automatically.</p>
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