Personalized Recommendation System of 51 Credit Card: AI‑Driven Model Platform and Implementation

The presentation by senior algorithm expert Chen Bingqiang details how 51 Credit Card leverages AI through a comprehensive model platform and a personalized recommendation system that combines traditional machine‑learning and deep‑learning techniques to improve user experience and boost conversion rates in the financial sector.

DataFunTalk
DataFunTalk
DataFunTalk
Personalized Recommendation System of 51 Credit Card: AI‑Driven Model Platform and Implementation

Speaker introduction: Chen Bingqiang, senior algorithm expert at 51 Credit Card, previously served as algorithm R&D director at Nanjee and head of the ID‑Graph team at a leading big‑data company, focusing on ML and DL solutions for finance.

Presentation title: "Personalized Recommendation System of 51 Credit Card".

Content overview: AI is a key driver of transformation in the financial industry. After years of data accumulation and technological innovation, 51 Credit Card has successfully applied AI to user interaction, business management, precise marketing, and product optimization. The technical system consists of two main parts.

1. Model platform: includes automated feature selection, multi‑language model switching, automatic model deployment and publishing, model performance monitoring, and scenario preservation. The platform accelerates model iteration, reduces prediction degradation risk, enhances model reuse, and lowers development costs.

2. Personalized recommendation system: business modules cover new‑user intent recognition (wealth management, credit applications, loans, bill management), existing‑user preference calculation, precise credit‑card recommendation, article ranking, and real‑time user profiling. The algorithm stack combines traditional machine‑learning methods (Random Forest, SVM, MF, LR, XGBoost) with deep‑learning models (LSTM, RBM, CNN). The system now serves multiple product lines, delivering "thousands of faces for thousands of users," improving user experience and increasing conversion rates.

Company background: 51 Credit Card, a leading Chinese fintech listed on the Hong Kong main board in 2018, offers a suite of apps ("51 Credit Card Manager", "51 Renpin", "51 Renpin Loan", "Give You Flower", etc.) serving over 100 million activated users with an integrated personal finance ecosystem.

Community note: DataFun is a practical data‑science community that organizes offline deep‑dive salons and online content curation, aiming to share industry experts' practical experiences with big‑data and AI practitioners.

Disclaimer: The content is provided for knowledge sharing only, without any guarantee of accuracy or completeness, and does not constitute investment advice.

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DataFunTalk

Dedicated to sharing and discussing big data and AI technology applications, aiming to empower a million data scientists. Regularly hosts live tech talks and curates articles on big data, recommendation/search algorithms, advertising algorithms, NLP, intelligent risk control, autonomous driving, and machine learning/deep learning.

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