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.
7b49638 verified | ```csv | |
| date,campaign_type,target_audience,creative_format,clicks,impressions,conversions,spend,ctr,conversion_rate,cpc | |
| 2023-01-01,social_media,millennials,banner,2450,125000,156,1250.0,0.0196,0.0637,0.5102 | |
| 2023-01-02,search_engine,professionals,video,1890,98000,98,945.0 | |
| 2023-01-03,email,families,banner,3200,150000,210,1600.0 | |
| 2023-01-04,display,students,carousel,1560,82000,87,780.0 | |
| 2023-01-05,social_media,millennials,story,2980,135000,178,1490.0 | |
| 2023-01-06,social_media,millennials,banner,2670,128000,145,1335.0 | |
| 2023-01-07,search_engine,professionals,video,2340,112000,132,1170.0 | |
| 2023-01-08,email,families,banner,1890,92000,95,945.0 | |
| 2023-01-09,display,students,carousel,1780,86000,89,890.0 | |
| 2023-01-10,social_media,millennials,story,3120,142000,187,1560.0 | |
| 2023-01-11,social_media,millennials,banner,2890,138000,162,1445.0 | |
| 2023-01-12,search_engine,professionals,video,2670,125000,145,1335.0 | |
| 2023-01-13,email,families,banner,2010,98000,105,1005.0 | |
| 2023-01-14,display,students,carousel,1560,78000,82,780.0 | |
| 2023-01-15,social_media,millennials,story,3340,148000,195,1670.0 | |
| 2023-01-16,social_media,millennials,banner,2780,132000,150,1390.0 | |
| 2023-01-17,search_engine,professionals,video,2450,118000,132,1225.0 | |
| 2023-01-18,email,families,banner,1780,86000,89,890.0 | |
| 2023-01-19,display,students,carousel,1670,82000,92,835.0 | |
| 2023-01-20,social_media,millennials,story,3010,139000,168,1505.0 | |
| 2023-01-21,search_engine,professionals,video,2890,135000,175,1445.0 | |
| 2023-01-22,social_media,millennials,banner,2670,128000,145,1335.0 | |
| 2023-01-23,email,families,banner,1980,95000,102,990.0 | |
| 2023-01-24,display,students,carousel,1450,72000,78,725.0 | |
| 2023-01-25,social_media,millennials,story,3230,145000,185,1615.0 | |
| 2023-01-26,search_engine,professionals,video,2560,122000,138,1280.0 | |
| 2023-01-27,search_engine,professionals,video,2340,112000,125,1170.0 | |
| 2023-01-28,social_media,millennials,banner,2780,134000,152,1390.0 | |
| 2023-01-30,email,families,banner,1670,81000,85,835.0 | |
| 2023-02-01,social_media,millennials,banner,2890,138000,162,1445.0 | |
| ``` |