| { |
| "task": "tabular-regression", |
| "library_name": "skops", |
| "model_file": "engagement_ridge.skops", |
| "feature_columns": [ |
| "brand_industry", |
| "brief_required_hook_type", |
| "content_upload_day", |
| "brief_required_tone__fun", |
| "brief_required_tone__calm", |
| "brief_required_tone__confident", |
| "brief_required_tone__energetic", |
| "brief_required_tone__glam", |
| "brief_required_tone__fresh", |
| "brief_required_tone__bold", |
| "brief_required_tone__educational", |
| "brief_required_tone__active", |
| "brief_required_tone__aspirational", |
| "brief_required_tone__scientific", |
| "brief_required_tone__authentic", |
| "brief_target_creator_tier__nano", |
| "brief_target_creator_tier__micro", |
| "brief_target_creator_tier__mid", |
| "brief_target_creator_tier__macro", |
| "brief_campaign_objective__awareness", |
| "brief_campaign_objective__trial", |
| "brief_campaign_objective__conversion", |
| "brief_campaign_objective__engagement", |
| "brief_target_audience_gender__female", |
| "brief_target_audience_gender__male", |
| "brief_visual_style__studio", |
| "brief_visual_style__natural", |
| "brief_visual_style__outdoor", |
| "brief_visual_style__glam_lighting", |
| "brief_dress_code__casual", |
| "brief_dress_code__stylish", |
| "brief_dress_code__activewear", |
| "brief_dress_code__colorful", |
| "brief_dress_code__bold_colors", |
| "brand_avg_campaign_engagement_score", |
| "brand_n_product_categories", |
| "brief_product_placement_sec", |
| "brief_n_required_keywords", |
| "brief_n_mandatory_hashtags", |
| "brief_n_mandatory_mentions", |
| "brief_n_key_messages", |
| "brief_target_age_min", |
| "brief_target_age_max", |
| "brief_target_age_span", |
| "brief_duration_range_min", |
| "brief_duration_range_max", |
| "content_duration_sec", |
| "content_upload_hour_sin", |
| "content_upload_hour_cos", |
| "content_is_weekend", |
| "content_n_hashtags", |
| "content_caption_len_chars", |
| "content_caption_len_words", |
| "content_caption_n_emoji", |
| "content_caption_n_hashtags_inline", |
| "content_caption_n_mentions_inline", |
| "content_sound_popularity", |
| "content_hashtag_compliance", |
| "content_mention_compliance" |
| ], |
| "target": "engagement_score", |
| "training_metrics": { |
| "alpha": 10.0, |
| "n_rows": 2000, |
| "n_groups": 300, |
| "cv_mae": 0.011419824566734465, |
| "cv_rmse": 0.01458130687031906, |
| "cv_r2": 0.7102257580449983, |
| "baseline_mae": 0.021489796999999998, |
| "baseline_rmse": 0.027087352583401354 |
| }, |
| "sklearn_estimator": "sklearn.pipeline.Pipeline(ColumnTransformer + Ridge)" |
| } |
