Sr Applied Scientist
Job Summary
Who We Are
At 2K we create some of the most iconic and culture-shaping video games in entertainment including NBA 2K one of the top-selling franchises in the world and legendary titles like BioShock Borderlands Mafia Sid Meiers Civilization and XCOM as well as fan favorites WWE 2K TopSpin and PGA TOUR 2K. We build unforgettable experiences by pushing the boundaries of creativity authenticity and innovation across every genre.
Our portfolio is brought to life by some of the most influential game development studios in the world. Visual Concepts Firaxis Games Hangar 13 Cat Daddy Games 31st Union Cloud Chamber Gearbox HB Studios and 2K SportsLab create world-class experiences across platforms.
But what truly powers 2K is our people.
We believe the best ideas come from teams that feel empowered supported and inspired. As an equal opportunity employer we are committed to fostering a diverse inclusive workplace where people are encouraged to come as they are and do their best work.
What We Need
2K is looking for a Sr. Applied Scientist to join the Applied AI Team in the Product Organization with a focus on our flagship franchise NBA 2K. Our team leverages AI machine learning statistics and operations research and economics to build systems that power core game experiences. We develop algorithmic solutions in areas such as matchmaking in-game experience personalization player engagement in-game economy content optimization and fraud detection.
What Youll Do
- Design develop and iterate on machine learning models that directly impact in-game experiences and core systems (e.g. matchmaking skill rating systems recommender systems).
- Build and refine representation learning models to capture player skill lineup/build strength and interaction patterns from sequential gameplay data.
- Stay informed on state-of-the-art techniques evaluate their applicability and lead efforts to integrate promising methods into our systems.
- Formulate ambiguous product problems into well-defined machine learning tasks.
- Lead technical discussions advocate for best practices in model development and deployment and ensure scientific rigor.
- Collaborate closely with engineers MLEs and product stakeholders to integrate models into production systems and influence game design decisions.
What Will Make You A Great Fit
We are seeking a senior scientist with strong foundations in machine learning and statistics combined with hands-on experience building and applying models to real-world problems. The ideal candidate is comfortable working with imperfect data defining problems from scratch and applying modern modeling approachesincluding deep learning and representation learningto generate meaningful impact.
They should be a curious solution-oriented problem solver who can move between research ideas and practical implementation and who takes ownership of their work end-to-end.
Requirements:
- Masters or Ph.D. in a quantitative field (Mathematics Statistics Physics Computer Science Operations Research Industrial Engineering Electrical Engineering).
- Proven experience in applied science machine learning or data science roles including experience deploying ML models in production environments.
- Proven experience with deep learning representation learning embedding models or self-/semi-supervised learning.
- Fluency in Python and SQL (or similar scripting languages). Experience with big data technologies such as Apache Spark.
- Working knowledge of machine learning modeling/computation frameworks such as PyTorch or Tensorflow.
- Demonstrated ability to work independently rapidly prototype solutions and test new ideas.
- Strong communication skills with the ability to explain technical concepts to both technical and non-technical audiences.
Preferred Qualifications (Helpful but Not Required):
- Experience with recommendation systems ranking systems or user behavior modeling.
- Experience with sequence models (e.g. RNNs Transformers) graph-based approaches or autoencoders.
- Familiarity with cloud services (such as AWS) containerization model orchestration and model serving.
- Familiarity with sports analytics sports predictive modeling or NBA domain knowledge is a plus.
- Interest in understanding video games as products.
As an equal opportunity employer we are committed to ensuring that qualified individuals with disabilities are provided reasonable accommodation to participate in the job application or interview process to perform their essential job functions and to receive other benefits and privileges of employment. Please contact us if you need reasonable accommodation.
Please note that 2K Games and its studios never uses instant messaging apps or personal email accounts to contact prospective employees or conduct interviews and when emailing only use accounts.
#LI-Hybrid
Required Experience:
Senior IC
About Company
2K publishes titles in today's most popular gaming genres, including shooters, action, role-playing, strategy, sports, casual, and family entertainment.