Job Overview
As a part of Creative Research team, you will work in the intersection of game development and data science areas. Your role will be to deliver state-of-the-art Machine Learning solutions for our game development processes. The ideal candidate won’t just help us to solve tasks, you will bring a new knowledge and experience to the team. As a subject matter expert, you will be combining your professional experience and an intrinsic desire for problem solving, with your passion of games in order to explore a new frontier within the realm of game development with our data scientists and academic research partners.
We are looking for a new team member with strong interpersonal skills and a combination of analytical skills, intellectual curiosity and accountability. The ideal candidate is intelligent, sharp, detail-oriented, and highly quantitative individual with a passion for gaming, data modeling, analysis, and working with cross-functional teams.
What will you do?
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Analyze data and apply researching, designing, prototyping and productization of machine learning solutions to challenge various business issues in game development
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Prepare documentation in a simple, understandable way for a business or technical audience
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Develop specifications for created models for further automation
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Design, prototype, and implement advanced machine learning algorithms to help improve player experiences. Work with data science and engineering team to implement robust processes in real time
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Review relevant academic and industry research to identify useful algorithms, techniques, libraries, etc. Monitor latest Machine Learning / Artificial Intelligence trends and cutting-edge technics to leverage them on our projects
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Frame and conduct intricate analyses and experiments using extremely large, complex (not always well-structured, highly variable) data sets, analyze large amounts of information to discover trends and patterns
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Create statistical models and machine learning algorithms that provide insights and direction for overall game feature design and level design
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Research, implement and improve Machine Learning solutions to improve our game production processes or players experience
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Modify game code to allow effective implementation of ML algorithms
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Develop tools and processes that will help team members and stakeholders analyze experiment results
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Collaborate with other ML and game teams to industrialize Machine Learning solutions into innovative products and business processes
What are we looking for?
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Bachelor’s degree in a relevant field (computer science, applied mathematics, statistics, data mining, etc)
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Proven solid commercial programming experience with developing machine learning systems in a professional environment
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Understanding of the mathematical foundations of machine learning algorithms,knowledge of probability theory and mathematical statistics
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Proficiency in Python and multiple libraries (NumPy, OpenCV, XGBoost, Scikit-Learn, Pandas, etc.), in data models and architectures
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Experience using machine learning frameworks (Pytorch, Tensorflow, MxNet, Caffe, etc.)
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Teamwork experience, ability to work independently as well as in small teams with minimal supervision
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Excellent interpersonal skills, ability to communicate effectively to both technical and non-technical team members
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Intermediate or higher level of English
What additional skills will help you stand out?
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Experience in game development industry
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Experience with Reinforcement Learning, Generative Adversarial Network, NLP and other state of the art techniques
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Experience with other programming languages (C++, C#, R, etc.)
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Familiarity with data extraction across different database architectures (structured and non-structured)
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Experience with CUDA, cuDNN
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Experience with cloud data/data processing services
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Advanced data visualization skills
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Experience in creating analytical reports in English and Russian
Benefits
Benefits and perks are tailored to the local market and culture. Our benefits in Prague include:
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5 weeks of Annual Leave per calendar year
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Up to 10 Personal Days per calendar year
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Career development and education opportunities within the company
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Language courses (English, Russian, Czech) fully covered by the company upon Manager’s approval.
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Meal card – 150 CZK net contribution for each business day
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Multisport Employee discounts
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Personal Gaming Account
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Transportation allowance
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Premium private health care
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Coffee, fruits, snacks in the office
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Company events
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Seniority Awards
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Referral program - You can recommend the best talents to the company and receive a reward
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To learn more about our studio in Prague, follow this link: https://prague.wargaming.com/