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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"> | |
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| <i data-feather="filter"></i> | |
| </div> | |
| <h4>Preprocessing</h4> | |
| </div> | |
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| <i data-feather="arrow-right"></i> | |
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| <i data-feather="cpu"></i> | |
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| <h4>Model Training</h4> | |
| </div> | |
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| <i data-feather="share-2"></i> | |
| </div> | |
| <h4>Deployment</h4> | |
| </div> | |
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| <i data-feather="monitor"></i> | |
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| <h4>Monitoring</h4> | |
| </div> | |
| </div> | |
| </div> | |
| </section> | |
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