What a Data Scientist does in Titansoft?
- Apply statistical and machine learning techniques to build models for user classification, fraud detection and other objectives
- Mine, analyze and visualize data from company databases to drive optimization and improve product development, marketing techniques and business strategies
- Identify, understand and solve business problems based on the company’s overall targets
- Coordinate with different feature teams to implement models and design proper performance evaluation metrics
Experience
- Have CRM / User Behavior / Recommendation relevant experience will be a plus
- Knowledge and experience with application of a variety of machine learning techniques (clustering, decision tree, neural network, etc.)
- Knowledge and experience with application of advanced statistical techniques (regression, various statistical tests, etc.)
- Real-world ML project end-to-end experiences, including model simulation
- Data pipeline processing end-to-end experiences or have related experience in cooperation with others
- Five years + of data related work experience
- Have mentorship experience in leading or guiding data projects/products
Skills
- Proficiency in Python (must), SQL or other programming languages
- Proficiency in common ML frameworks, etc., Scikit-learn, Keras, Tensorflow
- Strong problem solving skills
- Excellent written and verbal communication skills for coordinating across teams and with stakeholders
Personality Traits / Characteristics
- Emphasis on outcomes and improvements in product performance
- Passion to learn and apply new technologies and techniques
- Data driven
- Team player
技能標籤: excel, ms sql, python, R