颜水成-Foundations of Foundation Models-v2.pdf

1、颜水成 新加坡工程院院士、IEEE Fellow、昆仑万维荣誉顾问颜水成教授现任昆仑万维荣誉顾问，曾任2050研究院院长、昆仑万维兼Skywork AI首席科学家，以及Sea首席科学家。颜水成是新加坡工程院院士、AAAI、ACM、IEEE 和 IAPR Fellow。他的研究领域包括计算机视觉、机器学习和多媒体分析。截至目前，颜水成教授已在国际顶级期刊和会议上发表论文800余篇，H指数为140+。颜水成教授的团队在Pascal VOC和ImageNet（ILSVRC）两项核心竞赛中获奖十余次。此外，他的团队还获得了十余项最佳论文和最佳学生论文奖，特别是在多媒体领域的顶级会议ACM Multim

2、edia上获得了大满贯，包括三次最佳论文奖、两次最佳学生论文奖和最佳演示奖。演讲主题：基础模型的根基F Fo ou un nd da at ti io on ns s o of f F Fo ou un nd da at ti io on n MMo od de el ls sShuicheng YAN Skywork AI S Sy ys st te emms sA Al lg go or ri it th hmms sSustainable and Real-time AIGCTraining Scaling Law vs.Inference Scaling LawAlmighty Int

3、elligenceAffordable IntelligenceScale is Everything暴力出奇迹Tiny yet Powerful四两拨千斤天工APPClub CoalaSky MusicShort DramaSky AgentAI StoryLarge Language ModelImage/Multimodal LLMLarge Music ModelLarge Audio ModelLarge Video ModelLarge 3D Model 2050 ResearchSix Large ModelsSystemsModelsAlgorithms研究即产品Researc

4、h as ProductsAI SystemsAI=Almighty Intelligence Advanced Search Hierarchical Reasoning Finance Expert Research Expert流媒体音乐平台Melodio音乐商用创作平台Mureka剁剁椒椒鱼鱼头头（粤语版）C Ch ho op pp pe ed d P Pe ep pp pe er r F Fi is sh h H He ea ad d （Cantonese Version）User-generated MusicS St to or ry yb bo oa ar rd d G Ge

5、en n.4 4A Ac ct to or r-s sh ho oww G Ge en n.5 5V Vi id de eo o-a au ud di io o G Ge en n.6 6S Sc cr ri ip pt t C Cr re ea at ti io on n1 1C Ch ha ar ra ac ct te er r G Ge en n.2 2S Sc ce en ne e G Ge en ne er ra at ti io on n3 3S Sh ho or rt t D Dr ra amma a C Co o-P Pi il lo ot tAI AlgorithmsAI=A

6、ffordable IntelligenceApproximation Error Network ArchitectureEstimation Error Data/LossOptimization Error Parameter Optimizer :g gr ro ou un nd d-t tr ru ut th h function for classification,generation or representation(unknown):o op pt ti imma al l function in h hy yp po ot th he es si is s s sp pa