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Recommendation Systems: Personalized trading product recommendations to improve user conversion rates.
User Profiling: Build multi-dimensional user tagging systems to support precision marketing and risk management.
Behavior Attribution: Quantify the impact of user behavior on business outcomes, such as analyzing core user preferences.
Behavior Prediction: Forecast future user actions (e.g., trading intent, churn risk) to support product iterations.
Proficiency in programming languages such as Python or R, and data processing libraries (e.g., Pandas, NumPy, Scikit-learn).
Deep expertise in machine learning frameworks (e.g., TensorFlow, PyTorch) with hands-on deployment experience.
Strong knowledge of core algorithm domains, particularly:
Recommendation Algorithms: Collaborative Filtering, Content-Based, Deep Learning-based (e.g., Neural Collaborative Filtering).
User Profiling: Clustering, Feature Engineering, Graph-based Profiling.
Behavior Attribution: Multi-Touch Attribution, Causal Inference (e.g., Uplift Modeling).
Behavior Prediction: Time-Series Forecasting, RNN/LSTM, Survival Analysis.
Experience with big data tools (e.g., Spark, Hadoop) and cloud platforms (AWS, GCP, Azure).
Competitive total compensation package
L&D programs and Education subsidy for employees' growth and development
Various team building programs and company events
Wellness and meal allowances
Comprehensive healthcare schemes for employees and dependants
More that we love to tell you along the process!
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