Data is Power，AI is Motor

1. 演讲人：钱卫宁 1

2. 02 03 当代人工智能 04 面向 AI 应用的数据管理系统 05 结束语 06

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11. 02 数据与数据管理 03 04 面向 AI 应用的数据管理系统 05 结束语 06

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16. 文书辅助，文档校验，情报检索预训练=>“下游”任务 16

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19. word2vec https://www.analyticsvidhya.com/blog/2017/06/word-embeddings-count-word2veec/ Transformer & Multi-head Attantion https://proceedings.neurips.cc/paper_files/paper/2017/file/3f5ee243547dee91fbd053c1c4a845aa-Paper.pdf 19

20. Generative Pre-Training Model https://s3-us-west-2.amazonaws.com/openai-assets/research-covers/language-unsupervised/language_understanding_paper.pdf 20

21. Joel Hestness, Sharan Narang, Newsha Ardalani, Gregory F. Diamos, Heewoo Jun, Hassan Kianinejad, Md. Mostofa Ali Patwary, Yang Yang, Yanqi Zhou: Deep Learning Scaling is Predictable, Empirically. CoRR abs/1712.00409 (2017) 21

22. https://huyenchip.com/2023/05/02/rlhf.html https://huyenchip.com/2023/05/02/rlhf.html 22

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25. 02 数据与数据管理 03 当代人工智能 04 05 06 结束语

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30. SELECT f (< attribute list >) FROM < table list > WHERE < conditions > GROUP BY < attribute list > HAVING < condition > SELECT < attribute list > FROM < analytical model > WHERE < conditions > GROUP BY < attribute list > HAVING < condition > 30

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39. 02 数据与数据管理 03 当代人工智能 04 面向 AI 应用的数据管理系统 05 06

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42. 探索 AI 应用边界 Explore the limits of AI applications