2017年算法无处不在-Hulu当今和未来的技术架构.pdf

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1、算法无处不在 Make Algorithms Ubiquitous Hulu Architecture:Today and Tomorrow Vice President,Hulu December 8,2017 ML Algorithms in Hulu 无处不在的机器学习算法在Hulu Democratize ML In Hulu Hulu ML算法案例研究 Future Opportunities 展望未来 AI Platform In Hulu Hulu人工智能平台 Machine Learning Algorithms in Industry 机器学习算法企业应用场景 Backgro

2、und 行业背景 AI ML centric business face recognition self-driving car medical image analysis?online entertainment online game travel/tourist application e-commerce consumer business is everywhere ML Algorithm 机器学习算法的技术定义 Program Algorithm Machine Learning Algorithm vs vs a collection of instructions the

3、 logic to solve a class of problems DATA+MODEL the method to learn the logic Trend ML算法应用的趋势 垂直 =水平 特型 =通用 专家 =平民化 specific scenarios 特定场景 targeting prediction recommendation ubiquitous 无处不在 ML Algorithms in Hulu 无处不在的机器学习算法在Hulu Democratize ML In Hulu Hulu ML算法案例研究 Future Opportunities 展望未来 AI Plat

4、form In Hulu Hulu人工智能平台 Machine Learning Algorithms in Industry 机器学习算法企业应用场景 Hulu TheThe PremierPremier Digital Digital VideoVideo Company Company Best Quality Content Video-On-Demand and Live Broadcasting ML Algorithms in Hulu ML算法在Hulu的应用 Viewers?Viewers?Content?Content?Advertising?Advertising?Alg

5、orithms for Viewers 面向用户的算法 cover story smart start recommendation reason layout management Algorithms for Viewers 面向用户的算法 Home Page onboarding cold start convert-to-pay cover story smart start recommendation reason layout management ads auto-play QoS to QoE Algorithms for Content and Advertising 面向

6、内容和广告的算法 Content Advertising content valuation video understanding content based video encoding rich targeting inventory prediction ML Algorithms in Hulu 无处不在的机器学习算法在Hulu Democratize ML In Hulu Hulu ML 算法案例研究 垂直 Reco 水平 Video Content Understanding 水平到垂直 Contextual+Ads Future Opportunities 展望未来 AI Pl