- Senior
- Optionales Büro in Singapore
Who We Are
About the Opportunity
What You’ll Be Doing
- 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.
What We Look For In You
- 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).
Nice to Haves
- Knowledge of Web3-related products and deep technical understanding of blockchain, smart contracts, and related technologies.
- Experience with on-chain trading and an understanding of on-chain opportunity discovery processes.
- Familiarity with tokenomics and an understanding of economic incentive mechanisms in the Web3 space.
- Proficiency with SQL/NoSQL databases; preference for candidates with published papers or open-source contributions.
Perks & Benefits
- 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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