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.
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| <span>Text Generation</span> | |
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| <span>Image Generation</span> | |
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| <span>Predictive Models</span> | |
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| <span>Code Automation</span> | |
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| <i data-feather="database" class="w-4 h-4"></i> | |
| <span>Databases</span> | |
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| <span>CSV/Excel</span> | |
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| <h1 class="text-2xl font-bold">Marketing Copy Generator</h1> | |
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| Train Model | |
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| <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> | |
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| <!-- Preview Panel --> | |
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| <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> | |
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| <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> | |
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| <i data-feather="file-text" class="w-5 h-5 mr-2 text-indigo-600"></i> | |
| <div>Past_Campaigns.csv</div> | |
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| <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> | |
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| Processed | |
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| <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> | |
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| <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> | |
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| Syncing | |
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| </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> | |
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