LIGHTSPEED STUDIOS
DataScienceIntern
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“Data Science Intern at LIGHTSPEED STUDIOS. Skills: machine learning, deep learning, recommendation algorithms, data mining, statistical models. 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 deep statistics analysis from large-scale data, mining for user behavior and attributes, building user portraits.”
What You'll Achieve.
improving user retention
Industry & Context.
logical thinking ability; solving user pain point
What They're Looking For.
Must Have
basic and latest research result in data mining, statistical models, machine learning principles, data mining related projects, machine learning, deep learning, recommendation algorithms, clustering, classification, at least one programming language, basic data structures, algorithms
Nice to Have
graph models, community discovery, graph embedding, influence diffusion models, causal inference, optimization algotirhms, big data experience, distributed computation framework such as Hadoop, spark, hive and etc, logical thinking ability, communication ability, business understanding, game situations, better mathematics background, self-driven ability, team cooperation ability, anti pressure ability, studious candidates
What You'll Do.
Research on state-of-the-art machine learning
social-network data mining and recommendation algorithms with game data
evaluate and improve the core algorithm and strategy for online AI serving.
Response for deep statistics analysis from large-scale data
mining for user behavior and attributes
building user portraits.
By datamining and analysis
solving user pain point 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 recommendation algorithm or matching algorithm in gaming environments.
How You'll Work.
Team & Collaboration
team cooperation ability
Communication Scope
communication ability
Full Job Description
# **_Business Unit_** LIGHTSPEED 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 Team_** Lightspeed 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 Entails_** **Responsibilities:** * 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 deep statistics analysis from large-scale data, mining for user behavior and attributes, building user portraits. * By datamining and analysis, solving user pain point 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 recommendation algorithm or matching algorithm in gaming environments. # **_Who We Look For_** **Qualifications ：** * Familiar with basic and latest research result in data mining, with 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. * Proficient in at least one programming language, fami
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