Create a Python code template using Hugging Face Transformers and scikit-learn to build a generative AI model that produces marketing content (e.g., email campaigns or social media posts) for e-commerce businesses. Integrate a predictive component that analyzes user data (e.g., purchase history CSV) to forecast customer preferences and tailor the generated text accordingly. Include fine-tuning on a dataset like GPT-2 or Llama, with evaluation metrics for coherence and accuracy. Make it automation-ready for freelancers charging premium rates, with examples for handling surged demand in personalized experiences. Output the full code, explanations, and sample usage.
d6c8af7
verified
| <html lang="en"> | |
| <head> | |
| <meta charset="UTF-8"> | |
| <meta name="viewport" content="width=device-width, initial-scale=1.0"> | |
| <title>AI Studio | AI Forge</title> | |
| <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> | |
| </head> | |
| <body class="bg-gray-100"> | |
| <custom-navbar></custom-navbar> | |
| <div class="flex h-screen"> | |
| <!-- Sidebar --> | |
| <aside class="w-64 bg-white border-r border-gray-200"> | |
| <div class="p-4"> | |
| <h2 class="text-lg font-semibold mb-4">AI Modules</h2> | |
| <div class="space-y-2"> | |
| <button class="w-full flex items-center justify-between px-4 py-2 bg-indigo-50 text-indigo-600 rounded-lg"> | |
| <span>Text Generation</span> | |
| <i data-feather="chevron-down" class="w-4 h-4"></i> | |
| </button> | |
| <button class="w-full flex items-center justify-between px-4 py-2 hover:bg-gray-50 rounded-lg"> | |
| <span>Image Generation</span> | |
| <i data-feather="chevron-down" class="w-4 h-4"></i> | |
| </button> | |
| <button class="w-full flex items-center justify-between px-4 py-2 hover:bg-gray-50 rounded-lg"> | |
| <span>Predictive Models</span> | |
| <i data-feather="chevron-down" class="w-4 h-4"></i> | |
| </button> | |
| <button class="w-full flex items-center justify-between px-4 py-2 hover:bg-gray-50 rounded-lg"> | |
| <span>Code Automation</span> | |
| <i data-feather="chevron-down" class="w-4 h-4"></i> | |
| </button> | |
| </div> | |
| <h2 class="text-lg font-semibold mt-8 mb-4">Data Sources</h2> | |
| <div class="space-y-2"> | |
| <button class="w-full flex items-center px-4 py-2 hover:bg-gray-50 rounded-lg gap-2"> | |
| <i data-feather="database" class="w-4 h-4"></i> | |
| <span>Databases</span> | |
| </button> | |
| <button class="w-full flex items-center px-4 py-2 hover:bg-gray-50 rounded-lg gap-2"> | |
| <i data-feather="upload-cloud" class="w-4 h-4"></i> | |
| <span>CSV/Excel</span> | |
| </button> | |
| <button class="w-full flex items-center px-4 py-2 hover:bg-gray-50 rounded-lg gap-2"> | |
| <i data-feather="link" class="w-4 h-4"></i> | |
| <span>API Connections</span> | |
| </button> | |
| </div> | |
| </div> | |
| </aside> | |
| <!-- Main Content --> | |
| <main class="flex-1 p-6 overflow-auto"> | |
| <div class="bg-white rounded-xl shadow-sm p-6 mb-6"> | |
| <div class="flex justify-between items-center mb-6"> | |
| <h1 class="text-2xl font-bold">Marketing Copy Generator</h1> | |
| <div class="flex gap-2"> | |
| <button class="flex items-center gap-2 px-4 py-2 bg-indigo-600 text-white rounded-lg"> | |
| <i data-feather="play" class="w-4 h-4"></i> | |
| Train Model | |
| </button> | |
| <button class="flex items-center gap-2 px-4 py-2 border border-gray-300 rounded-lg"> | |
| <i data-feather="share-2" class="w-4 h-4"></i> | |
| Export | |
| </button> | |
| </div> | |
| </div> | |
| <div class="grid grid-cols-1 lg:grid-cols-2 gap-6"> | |
| <!-- Configuration Panel --> | |
| <div class="bg-gray-50 rounded-lg p-4"> | |
| <h2 class="font-semibold mb-4">Configuration</h2> | |
| <div class="space-y-4"> | |
| <div> | |
| <label class="block text-sm font-medium text-gray-700 mb-1">Model Type</label> | |
| <select class="w-full rounded-lg border-gray-300"> | |
| <option>GPT-4 Fine-tuned</option> | |
| <option>Claude 2</option> | |
| <option>Llama 2</option> | |
| </select> | |
| </div> | |
| <div> | |
| <label class="block text-sm font-medium text-gray-700 mb-1">Brand Voice</label> | |
| <textarea class="w-full rounded-lg border-gray-300" rows="3" placeholder="Describe your brand's tone (e.g., professional, friendly, authoritative)"></textarea> | |
| </div> | |
| <div> | |
| <label class="block text-sm font-medium text-gray-700 mb-1">Keywords</label> | |
| <input type="text" class="w-full rounded-lg border-gray-300" placeholder="product, benefits, target audience"> | |
| </div> | |
| <div> | |
| <label class="block text-sm font-medium text-gray-700 mb-1">Output Length</label> | |
| <div class="flex items-center gap-2"> | |
| <input type="range" class="w-full" min="50" max="500" value="200"> | |
| <span class="text-sm text-gray-500">200 words</span> | |
| </div> | |
| </div> | |
| </div> | |
| </div> | |
| <!-- Preview Panel --> | |
| <div class="bg-gray-50 rounded-lg p-4"> | |
| <h2 class="font-semibold mb-4">Output Preview</h2> | |
| <div class="bg-white border border-gray-200 rounded-lg p-4 min-h-48"> | |
| <p class="text-gray-500 italic">Generated content will appear here...</p> | |
| </div> | |
| <div class="mt-4 flex justify-end gap-2"> | |
| <button class="px-4 py-2 border border-gray-300 rounded-lg">Regenerate</button> | |
| <button class="px-4 py-2 bg-indigo-600 text-white rounded-lg">Copy</button> | |
| </div> | |
| </div> | |
| </div> | |
| </div> | |
| <!-- Data Sources Section --> | |
| <div class="bg-white rounded-xl shadow-sm p-6"> | |
| <h2 class="text-xl font-semibold mb-4">Training Data</h2> | |
| <div class="overflow-x-auto"> | |
| <table class="min-w-full divide-y divide-gray-200"> | |
| <thead class="bg-gray-50"> | |
| <tr> | |
| <th class="px-6 py-3 text-left text-xs font-medium text-gray-500 uppercase tracking-wider">Source</th> | |
| <th class="px-6 py-3 text-left text-xs font-medium text-gray-500 uppercase tracking-wider">Type</th> | |
| <th class="px-6 py-3 text-left text-xs font-medium text-gray-500 uppercase tracking-wider">Size</th> | |
| <th class="px-6 py-3 text-left text-xs font-medium text-gray-500 uppercase tracking-wider">Status</th> | |
| <th class="px-6 py-3 text-left text-xs font-medium text-gray-500 uppercase tracking-wider">Actions</th> | |
| </tr> | |
| </thead> | |
| <tbody class="bg-white divide-y divide-gray-200"> | |
| <tr> | |
| <td class="px-6 py-4 whitespace-nowrap"> | |
| <div class="flex items-center"> | |
| <i data-feather="file-text" class="w-5 h-5 mr-2 text-indigo-600"></i> | |
| <div>Past_Campaigns.csv</div> | |
| </div> | |
| </td> | |
| <td class="px-6 py-4 whitespace-nowrap text-sm text-gray-500">CSV</td> | |
| <td class="px-6 py-4 whitespace-nowrap text-sm text-gray-500">2.4 MB</td> | |
| <td class="px-6 py-4 whitespace-nowrap"> | |
| <span class="px-2 inline-flex text-xs leading-5 font-semibold rounded-full bg-green-100 text-green-800"> | |
| Processed | |
| </span> | |
| </td> | |
| <td class="px-6 py-4 whitespace-nowrap text-sm font-medium"> | |
| <a href="#" class="text-indigo-600 hover:text-indigo-900 mr-3">Preview</a> | |
| <a href="#" class="text-red-600 hover:text-red-900">Remove</a> | |
| </td> | |
| </tr> | |
| <tr> | |
| <td class="px-6 py-4 whitespace-nowrap"> | |
| <div class="flex items-center"> | |
| <i data-feather="database" class="w-5 h-5 mr-2 text-indigo-600"></i> | |
| <div>Salesforce Contacts</div> | |
| </div> | |
| </td> | |
| <td class="px-6 py-4 whitespace-nowrap text-sm text-gray-500">API</td> | |
| <td class="px-6 py-4 whitespace-nowrap text-sm text-gray-500">12,453 rows</td> | |
| <td class="px-6 py-4 whitespace-nowrap"> | |
| <span class="px-2 inline-flex text-xs leading-5 font-semibold rounded-full bg-yellow-100 text-yellow-800"> | |
| Syncing | |
| </span> | |
| </td> | |
| <td class="px-6 py-4 whitespace-nowrap text-sm font-medium"> | |
| <a href="#" class="text-indigo-600 hover:text-indigo-900 mr-3">Configure</a> | |
| <a href="#" class="text-red-600 hover:text-red-900">Remove</a> | |
| </td> | |
| </tr> | |
| </tbody> | |
| </table> | |
| </div> | |
| <button class="mt-4 flex items-center gap-2 text-indigo-600"> | |
| <i data-feather="plus" class="w-4 h-4"></i> | |
| Add Data Source | |
| </button> | |
| </div> | |
| </main> | |
| </div> | |
| <custom-footer></custom-footer> | |
| <script src="components/navbar.js"></script> | |
| <script src="components/footer.js"></script> | |
| <script src="script.js"></script> | |
| <script> | |
| feather.replace(); | |
| </script> | |
| </body> | |
| </html> |