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ds-aehtajaz/quickserve-ai

NLP-Based Customer Service Chatbot — MSc DS Project

Python MIT GitHub ↗
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stars
75
AI関連スコア
50
個人開発度
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SUMMARY AI要約 by gpt-5-mini

QuickServe.AI is an open-source end-to-end NLP customer-service chatbot for instant support and simple order processing. Intended for developers, data scientists and students (capstone project), it combines intent classification, entity extraction, retrieval and grounded response generation into a runnable demo (Streamlit UI + FastAPI backend). Key features: TF‑IDF+LogReg baseline (macro‑F1 0.947) with optional fine‑tuned DistilBERT (0.831); custom spaCy NER for ITEM/QUANTITY/ORDER_ID (combined F1 ≈0.87); retrieval-augmented generation using sentence-transformers + FAISS (Precision@3 0.95); LangGraph agent for workflow routing; Groq Llama‑3.3‑70B for LLM responses; SQLite DB; 22 pytest tests (71% coverage). Repo includes training notebooks, scripts, and a single-command run.py; DistilBERT model is optional due to size.

DETECTED 検出されたAIスタック

このRepoのdescription / GitHub topics / READMEのAI要約に出現したAI関連キーワードをカテゴリ別に表示。各バッジは該当カテゴリの詳細ランキングへリンクします。

🧠 LLMプロバイダー (1)
Groq
🧩 AIフレームワーク (1)
LangGraph
🤖 LLMモデル (2)
Command R Llama
🔢 埋め込みモデル (1)
sentence-transformers
💾 一般データベース (1)
SQLite
🌐 Web/アプリフレームワーク (2)
Streamlit FastAPI

使用言語(バイト数比)

Python
65.7%
Jupyter Notebook
34.3%

オーナー情報

アカウント
ds-aehtajaz
タイプ
User
フォロワー
0

日付

GitHub作成日 2026-05-09
最終Push 2026-05-09
当サイト初検出 2026-05-09
最終取得 2026-05-10 16:12

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