Build a generative image model in Python with PyTorch that creates ad banners or visuals for marketing campaigns, integrated with a predictive analytics component (e.g., using Prophet for time-series forecasting) to predict campaign performance based on historical data. Generate images conditioned on these predictions (e.g., vibrant designs for high-engagement forecasts). Provide full code, including data preprocessing, model fine-tuning, and examples for real-time use in a business app targeting surged demand in content personalization.
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| ```html | |
| <html lang="en"> | |
| <head> | |
| <meta charset="UTF-8"> | |
| <meta name="viewport" content="width=device-width, initial-scale=1.0"> | |
| <title>Marketing AI Dashboard | AI Forge</title> | |
| <link rel="icon" type="image/x-icon" href="/static/favicon.ico"> | |
| <link rel="stylesheet" href="style.css"> | |
| <script src="https://cdn.tailwindcss.com"></script> | |
| <script src="https://cdn.jsdelivr.net/npm/feather-icons/dist/feather.min.js"></script> | |
| <script src="https://unpkg.com/feather-icons"></script> | |
| <script src="https://cdn.jsdelivr.net/npm/chart.js"></script> | |
| </head> | |
| <body class="bg-gray-50"> | |
| <custom-navbar></custom-navbar> | |
| <div class="min-h-screen pt-16"> | |
| <!-- Dashboard Header --> | |
| <div class="bg-white shadow-sm border-b"> | |
| <div class="container mx-auto px-6 py-4"> | |
| <h1 class="text-3xl font-bold text-gray-900">Marketing AI Dashboard</h1> | |
| <p class="text-gray-600">AI-powered ad banner generation with performance forecasting</p> | |
| </div> | |
| </div> | |
| <!-- Main Dashboard --> | |
| <div class="container mx-auto px-6 py-8"> | |
| <!-- Campaign Creation --> | |
| <div class="bg-white rounded-xl shadow-sm p-6 mb-8"> | |
| <h2 class="text-xl font-bold mb-4">Create New Marketing Campaign</h2> | |
| <form id="campaignForm" class="space-y-6"> | |
| <div class="grid grid-cols-1 md:grid-cols-2 gap-6"> | |
| <div> | |
| <label class="block text-sm font-medium text-gray-700 mb-2">Campaign Name</label> | |
| <input type="text" id="campaignName" class="w-full rounded-lg border-gray-300" placeholder="Summer Sale 2024" value="Summer Sale 2024"> | |
| </div> | |
| <div> | |
| <label class="block text-sm font-medium text-gray-700 mb-2">Target Audience</label> | |
| <select id="targetAudience" class="w-full rounded-lg border-gray-300"> | |
| <option value="millennials">Millennials (18-35)</option> | |
| <option value="professionals">Professionals (35-55)</option> | |
| <option value="families">Families</option> | |
| <option value="students">Students</option> | |
| </select> | |
| </div> | |
| <div> | |
| <label class="block text-sm font-medium text-gray-700 mb-2">Campaign Type</label> | |
| <select id="campaignType" class="w-full rounded-lg border-gray-300"> | |
| <option value="social_media">Social Media</option> | |
| <option value="search_engine">Search Engine</option> | |
| <option value="email">Email Marketing</option> | |
| <option value="display">Display Ads</option> | |
| </select> | |
| </div> | |
| <div> | |
| <label class="block text-sm font-medium text-gray-700 mb-2">Creative Prompts</label> | |
| <textarea id="creativePrompts" class="w-full rounded-lg border-gray-300" rows="4" placeholder="Enter marketing prompts for banner generation">Promotional banner for summer clothing collection | |
| Marketing visual for seasonal discount campaign | |
| Advertisement for limited-time offer</textarea> | |
| </div> | |
| <button type="submit" class="w-full bg-indigo-600 hover:bg-indigo-700 text-white px-6 py-3 rounded-lg font-medium transition-all"> | |
| <i data-feather="image" class="w-4 h-4 mr-2"></i> | |
| Generate Campaign Banners | |
| </button> | |
| </form> | |
| </div> | |
| <!-- Performance Forecast --> | |
| <div class="bg-white rounded-xl shadow-sm p-6 mb-8"> | |
| <h2 class="text-xl font-bold mb-4">Campaign Performance Forecast</h2> | |
| <div class="grid grid-cols-1 lg:grid-cols-2 gap-6"> | |
| <div> | |
| <h3 class="text-lg font-semibold mb-3">30-Day Engagement Prediction</h3> | |
| <div class="bg-gray-50 rounded-lg p-4"> | |
| <canvas id="performanceChart" width="400" height="200"></canvas> | |
| </div> | |
| <div> | |
| <h3 class="text-lg font-semibold mb-3">Performance Insights</h3> | |
| <div id="performanceInsights" class="space-y-2"> | |
| <div class="flex justify-between"> | |
| <span class="text-gray-700">Predicted Engagement:</span> | |
| <span id="predictedEngagement" class="px-3 py-1 rounded-full bg-blue-100 text-blue-800">Loading...</span> | |
| </div> | |
| </div> | |
| </div> | |
| </div> | |
| <!-- Generated Banners --> | |
| <div class="bg-white rounded-xl shadow-sm p-6 mb-8"> | |
| <h2 class="text-xl font-bold mb-4">AI-Generated Campaign Banners</h2> | |
| <div id="generatedBanners" class="grid grid-cols-1 lg:grid-cols-2 gap-6"> | |
| <div class="border-2 border-dashed border-gray-300 rounded-lg p-8 text-center"> | |
| <i data-feather="image" class="w-12 h-12 text-gray-400 mx-auto mb-4"></i> | |
| <p class="text-gray-500">Generated banners will appear here</p> | |
| </div> | |
| </div> | |
| <!-- Analytics Charts --> | |
| <div class="bg-white rounded-xl shadow-sm p-6"> | |
| <h2 class="text-xl font-bold mb-4">Campaign Analytics</h2> | |
| <div class="grid grid-cols-1 lg:grid-cols-2 gap-6"> | |
| <div> | |
| <canvas id="engagementChart" width="400" height="200"></canvas> | |
| </div> | |
| <div> | |
| <canvas id="trendChart" width="400" height="200"></canvas> | |
| </div> | |
| </div> | |
| </div> | |
| <!-- Real-time Stats --> | |
| <div class="grid grid-cols-1 md:grid-cols-4 gap-6 mb-8"> | |
| <div class="bg-white rounded-xl shadow-sm p-6"> | |
| <div class="flex items-center justify-between"> | |
| <div> | |
| <p class="text-sm text-gray-500">Banners Generated</p> | |
| <p class="text-2xl font-bold text-indigo-600">847</p> | |
| </div> | |
| </div> | |
| <div class="bg-white rounded-xl shadow-sm p-6"> | |
| <div class="flex items-center justify-between"> | |
| <div> | |
| <p class="text-sm text-gray-500">Avg Engagement</p> | |
| <p class="text-2xl font-bold text-green-600">72.4%</p> | |
| </div> | |
| </div> | |
| <div class="bg-white rounded-xl shadow-sm p-6"> | |
| <div class="flex items-center justify-between"> | |
| <div> | |
| <p class="text-sm text-gray-500">Demand Growth</p> | |
| <p class="text-2xl font-bold text-orange-600">220%</p> | |
| </div> | |
| </div> | |
| <div class="bg-white rounded-xl shadow-sm p-6"> | |
| <div class="flex items- |