MurtazaMajid/Campbells-AI-and-Marketing-Hub
End-to-end AI marketing intelligence platform: predicts customer churn at 84% AUC, segments 1,500+ customers via RFM KMeans clustering, runs ABSA sentiment analysis, and auto-generates personalised SMS / email / push notifications using LLaMA 3.3-70B via Groq.
SUMMARY AI summary by gpt-5-mini
Campbell's AI Marketing Hub は、実在するレストラン向けに構築されたエンドツーエンドのAIマーケティングシステムです。対象はレストラン経営者やマーケティング担当、データ分析者で、取引履歴・レビュー・メニューといった実データから顧客理解と再接客施策を自動化します。主な機能は、RFM＋KMeans による顧客セグメンテーション、二段階（ルール＋XGBoost）による離脱（チャーン）予測、TF-IDF＋ロジスティック回帰を使ったアスペクト別感情分析（ABSA）、7つの特徴に基づく行動プロファイリング、及び Groq LLaMA 3.3 を用いた個別再接触メッセージ生成です。ダッシュボード（React/Vercel）と FastAPI（Railway）／Supabase PostgreSQL のバックエンドで実運用され、約12,545件の取引・2,041顧客のデータで動作しています。API ドキュメントやライブダッシュボードが公開されています。
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Owner
Final-year Data Science student. Building deployed end-to-end ML systems using NLP, computer vision, and time-series. Currently open to Data / ML / AI roles.
Dates
| Created on GitHub | 2026-04-23 |
| Last push | 2026-05-09 |
| First seen here | 2026-05-09 |
| Last fetched | 2026-05-09 15:42 |
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