扩展地理时间机器学习：Pokémon Go 如何优化全球游戏体验.pdf

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1、Scaling geo-temporal ML:How Pokmon GO optimizes global gameplay1Yunpeng Liu Im the Director of Machine Learning at Niantic,where I lead efforts to explore machine learning opportunities and integrate AI technologies into location-based mobile gaming.As a full-stack AI leader,I bring deep expertise a

2、cross the entire ML lifecyclefrom research and modeling to deployment and MLOpsto create innovative,scalable solutions that enhance player experiences.2Niantic Our Story Who We AreWe are a San Francisco-based software company recognized for developing augmented reality mobile games.What We DoWe buil

3、d real world,AR games and apps that encourage people to explore the world,including top hits like Pokmon GO.Real-World Social Our products are centered on encouraging people to explore the world outside,which fosters a sense of community and togetherness.3Enhancing Public SpaceHealthy communities ne

4、ed public spaces that are accessible to everyone.Were working with our global partners to create,rehabilitate,and protect the public spaces around us,for all of us.Empowering PeopleBoth through our technology and the initiatives we support,we hope to encourage the explorer and changemaker in all of

5、us.Creating Community In partnership with city governments,foundations,and nonprofits,were seeking to build stronger,more equitable communities.Niantic Play with Purpose4Pokmon GO Pokmon GO is a mobile game developed by Niantic,released in July 2016 for iOS and Android.Its an augmented reality game

6、that uses your phones GPS and camera to let you find,catch and interact with Pokmon in the real world.5A Unique ChallengeReal-world Location Based Gameplay at Global ScaleConvenient and Immersive ExperienceReal-world SocialSafety6Optimize Real-world Gaming Experience ShowcaseA Better Raid Experience