Conduct research on ML, deep learning, recommendation algorithms and AI agents for game data; perform large-scale statistical analysis, user behavior mining, sentiment analysis, topic modeling and summarization; identify retention pain points; improve data pipelines and develop distributed, efficient data-mining solutions.
Business UnitLIGHTSPEED STUDIOS is made up of passionate players who advance the art & science of game development through great stories, great gameplay, and advanced technology. We are focused on bringing next generation experiences to gamers who want to enjoy them anywhere, anytime, across multiple genres and devices.About the Hiring TeamLightspeed Tech Center is a R&D department under Lightspeed Studios which develop PUBG Mobile and other high-quality games. Our Tech Center leads the research, exploration, and discovery of innovative technologies and provides technical services for all games during all phases of life cycle, including engine, audio, QA, AI, next generation game, technical cooperation, etc.What the Role EntailsEqual Employment Opportunity at Tencent
- Research on state-of-the-art machine learning, deep learning, social-network data mining and recommendation algorithms with game data, help design, evaluate and improve the core algorithm and strategy for online AI serving.
- Response for in-depth statistical analysis from large-scale data, mining for user behavior and attributes, building user portraits.
- Conduct sentiment analysis, topic modeling and summarization on massive user comments.
- Identify user pain points through massive data and proposing strategies improving user retention.
- Improving data analysis pipelines, combining business requirements and data, by using distributed computation platform, develop efficient and reliable data mining solutions.
- Research on AI agents for upgrading existing working pipeline.
- A strong understanding of statistical models, related machine learning principles, and experience working on data mining related projects.
- Familiar with machine learning, deep learning and recommendation algorithms such as clustering and classification, grasping and having deep understanding in at least one of them.
- Strong self-driven ability, team cooperation ability, anti-pressure ability and studious candidates is preferred.
- Proficient in at least one programming language, familiar with basic data structures and algorithms.
Preferred:
- Candidates with research experience such as academic publications.
- Candidates with NLP experience such as sentiment analysis, text summary, LLM fine-tune, AI agents.
- Candidates familiar with causal inference or optimization algorithms.
- Candidates having big data experience, and familiar with distributed computation framework such as Hadoop, spark, hive and etc.
- Candidates with strong logical thinking ability, communication ability and business understanding, and familiar with game situations.
As an equal opportunity employer, we firmly believe that diverse voices fuel our innovation and allow us to better serve our users and the community. We foster an environment where every employee of Tencent feels supported and inspired to achieve individual and common goals.
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