- מיקום
- כל הארץ
- היקף משרה
- משרה מלאה
- תפקיד
- דאטה סיינטיסט
תיאור המשרה
You will join a multidisciplinary team focusing on personalization using reinforcement learning %28RL%29 methods. We use strong statistical fundamentals with SOTA algorithms and cutting-edge technologies to provide a better experience for our players. Over the last few years, we have developed a real-time recommendation engine based on Bayesian multi-armed bandits %28see our public pybandit library%29. Our solutions translate directly to production %28as part of a product%29 and serve the business needs from different use-cases & multiple studios.
Responsibilities
- Conduct a full data driven research including problem definition, data collection and validation, model development, evaluation, and deployment
- Analyze & demonstrate the impact of your solutions in real-time production environment
- Collaborate with cross-functional teams %28engineers, BI, product%29 to develop, test, and deploy your models quickly and effectively
- Propose & contribute to scientific papers, blogs, conferences, etc.
- Mentor DS/MLE colleagues and act as DS Subject Matter Expert within the organization
Qualifications
- M.Sc or Ph.D in Computer Science, Mathematics, Statistics, Engineering or a related field
- 4+ years of work experience
- Strong problem-solving and scientific reasoning skills, to efficiently shape and drive complex data science projects
- Deep theoretical and practical knowledge of machine learning
- Proficiency in Python, working experience with PyMC is an advantage
- Excellent verbal and written communication skills, with the ability to explain complex technical concepts to non-technical audiences %28e.g., product managers, business domain experts, executives%29
- Team player
Nice to have
- RL background %28e.g. multi-armed bandits%29 – strong advantage
- Proficiency in SQL, working experience of GIT
- Experience in the gaming industry
