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<html lang="en">
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<title>AIaaS Platform - Infographic</title>
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<main class="container mx-auto px-4 py-8">
<section class="text-center mb-16">
<h1 class="text-5xl font-bold text-indigo-800 mb-4">End-to-End AI Platform</h1>
<p class="text-xl text-gray-600 max-w-3xl mx-auto">
A visual journey from data ingestion to Model-as-a-Service
</p>
</section>
<!-- Core Pipeline Section -->
<section class="mb-20">
<h2 class="text-3xl font-semibold text-indigo-700 mb-8 text-center">Core Pipeline Design</h2>
<div class="grid grid-cols-1 md:grid-cols-2 lg:grid-cols-3 gap-6">
<infographic-card
icon="database"
title="Data Ingestion"
content="Utilities to ingest data from logs, databases or APIs"
color="bg-blue-100"
></infographic-card>
<infographic-card
icon="cpu"
title="Preprocessing"
content="Routines for cleaning data, handling missing values, and feature generation"
color="bg-purple-100"
></infographic-card>
<infographic-card
icon="activity"
title="Model Training"
content="Components for algorithm selection, hyperparameter tuning and evaluation"
color="bg-green-100"
></infographic-card>
<infographic-card
icon="check-circle"
title="Validation"
content="Utilities for data validation and synthetic data generation"
color="bg-yellow-100"
></infographic-card>
<infographic-card
icon="share-2"
title="Inferencing"
content="Standardized services that expose trained models as APIs"
color="bg-red-100"
></infographic-card>
<infographic-card
icon="shield"
title="Governance"
content="Mechanisms like data catalogues and lineage tracking"
color="bg-indigo-100"
></infographic-card>
</div>
</section>
<!-- Services Section -->
<section class="mb-20">
<h2 class="text-3xl font-semibold text-indigo-700 mb-8 text-center">AI Services Ecosystem</h2>
<div class="grid grid-cols-1 md:grid-cols-2 lg:grid-cols-4 gap-6">
<div class="service-card bg-gradient-to-br from-blue-500 to-indigo-600">
<i data-feather="clock" class="text-white"></i>
<h3>Forecasting</h3>
<p>Time-series prediction with ARIMA, Prophet</p>
</div>
<div class="service-card bg-gradient-to-br from-purple-500 to-pink-600">
<i data-feather="message-square" class="text-white"></i>
<h3>NLP/Gen AI</h3>
<p>Classification, generation, translation</p>
</div>
<div class="service-card bg-gradient-to-br from-green-500 to-teal-600">
<i data-feather="alert-triangle" class="text-white"></i>
<h3>Anomaly Detection</h3>
<p>Identify unusual patterns in data</p>
</div>
<div class="service-card bg-gradient-to-br from-red-500 to-orange-600">
<i data-feather="eye" class="text-white"></i>
<h3>Computer Vision</h3>
<p>Face recognition, video analytics</p>
</div>
</div>
</section>
<!-- Governance Section -->
<section class="mb-20">
<h2 class="text-3xl font-semibold text-indigo-700 mb-8 text-center">Governance Framework</h2>
<div class="bg-white rounded-xl shadow-lg p-8">
<div class="flex flex-col md:flex-row gap-8">
<div class="flex-1">
<h3 class="text-xl font-semibold text-gray-800 mb-4">Key Components</h3>
<ul class="space-y-3">
<li class="flex items-start">
<i data-feather="lock" class="text-indigo-600 mr-3 mt-1"></i>
<span>PII Masking & Data Protection</span>
</li>
<li class="flex items-start">
<i data-feather="clipboard" class="text-indigo-600 mr-3 mt-1"></i>
<span>Model Documentation & Provenance</span>
</li>
<li class="flex items-start">
<i data-feather="shield" class="text-indigo-600 mr-3 mt-1"></i>
<span>Access Controls & Lineage Tracking</span>
</li>
</ul>
</div>
<div class="flex-1">
<h3 class="text-xl font-semibold text-gray-800 mb-4">Explainability Tools</h3>
<ul class="space-y-3">
<li class="flex items-start">
<i data-feather="bar-chart-2" class="text-indigo-600 mr-3 mt-1"></i>
<span>SHAP & LIME Analysis</span>
</li>
<li class="flex items-start">
<i data-feather="pie-chart" class="text-indigo-600 mr-3 mt-1"></i>
<span>Feature Importance Charts</span>
</li>
<li class="flex items-start">
<i data-feather="file-text" class="text-indigo-600 mr-3 mt-1"></i>
<span>Model Card Generation</span>
</li>
</ul>
</div>
</div>
</div>
</section>
<!-- Flow Diagram Section -->
<section class="mb-20">
<h2 class="text-3xl font-semibold text-indigo-700 mb-8 text-center">End-to-End Flow</h2>
<div class="bg-white p-8 rounded-xl shadow-lg">
<div class="flow-diagram">
<div class="flow-step">
<div class="flow-icon">
<i data-feather="download"></i>
</div>
<h4>Data Ingestion</h4>
</div>
<div class="flow-arrow">
<i data-feather="arrow-right"></i>
</div>
<div class="flow-step">
<div class="flow-icon">
<i data-feather="filter"></i>
</div>
<h4>Preprocessing</h4>
</div>
<div class="flow-arrow">
<i data-feather="arrow-right"></i>
</div>
<div class="flow-step">
<div class="flow-icon">
<i data-feather="cpu"></i>
</div>
<h4>Model Training</h4>
</div>
<div class="flow-arrow">
<i data-feather="arrow-right"></i>
</div>
<div class="flow-step">
<div class="flow-icon">
<i data-feather="share-2"></i>
</div>
<h4>Deployment</h4>
</div>
<div class="flow-arrow">
<i data-feather="arrow-right"></i>
</div>
<div class="flow-step">
<div class="flow-icon">
<i data-feather="monitor"></i>
</div>
<h4>Monitoring</h4>
</div>
</div>
</div>
</section>
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