/Classification-of-Consumer-Complaints-by-Llama3

This is a classification model for customer complaints in financial industries. It can classify six classes of products. Number of samples is 500. Accuracy is 88.6%(70B model), 78.0%(8B model).

Primary LanguageJupyter Notebook

Classification-of-Consumer-Complaints-by-Llama3 (Llama3 による消費者クレームの分類)

This is a classification model for customer complaints in financial industries. It can classify six classes of products. Number of samples is 500. Accuracy is 88.6%(70B model), 77.8%(8B model).

The categories can be 'Mortgage', 'Checking or savings account', 'Student loan', 'Money transfer, virtual currency, or money service', 'Bank account or service', 'Consumer Loan'.

以下は、金融業界における顧客の苦情を分類するための分類モデルです。このモデルは、6つの製品クラスを分類することができます。サンプル数は500です。精度は88.6%(70Bモデル)、77.8%(8Bモデル)です。(日本語データ 精度は82.8%(70Bモデル)、64.6%(8Bモデル)です)

分類カテゴリは以下の通りです。

  • 住宅ローン
  • 当座預金口座または普通預金口座
  • 学生ローン
  • 送金、仮想通貨、または送金サービス
  • 銀行口座またはサービス
  • 消費者ローン

Screenshot 2024-04-28 14 21 44

日本語の記事はこちら https://note.com/toshi_aisa/n/n744e8ba73e4a English articles https://toshifumi-kuga.squarespace.com/blog/2024/5/5/ct3xz1r4dmyydty657fv038ko6ujoh

This code is solely for educational purpose. The code cannot be used for investments or busineeses in practice. TOSHI STATS Co.,Ltd. and I do not accept any responsibility or liability for loss or damage occasioned to any person or property through using materials, instructions, methods, algorithm or ideas contained herein, or acting or refraining from acting as a result of such use. TOSHI STATS Co.,Ltd. and I expressly disclaim all implied warranties, including merchantability or fitness for any particular purpose. There will be no duty on TOSHI STATS Co.,Ltd. and me to correct any errors or defects in the codes and the software.