《从re:lnvent看机器学习的最新趋势》杨佳欢

1 . 千 re:Invent 杨佳欢 亚马逊云科技 资深开发者布道师 

2 .机器学习帮助我们从数据中产生更多洞见 数据仓库 Amazon Amazon Amazon Amazon 人 Aurora Redshift Redshift EMR 数据源 应用程序 研 设备 物联网/设备 Amazon Amazon Glue 应用程序/日志 Amazon DynamoDB 第三方数据 S3 Amazon Kinesis Amazon Amazon & Amazon MSK SageMaker QuickSight | Amazon Lake Formation, Amazon DataZone 

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4 .• • 千 千 1 1 2021 12 

5 . 千 去 + STUDIO IDE AMAZON CANVAS STUDIO LAB GROUND TRUTH 研 EDGE MANAGER SAGEMAKER 研 ！ ！ 去 / | | 机器学习框架 Amazon Amazon Habana PyTorch, Apache MXNet, TensorFlow Amazon EC2 CPUs GPUs FPGA 与基础设施 Inferentia Trainium Gaudi 

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7 . 1: 练 © 2022, Amazon Web Services, Inc. or its affiliates. All rights reserved. 

8 . 540B 6B 5B 2019–2022 4B 175B 3B 2B 330M 1B 2019 2021 2022 ⼝ © 2022, Amazon Web Services, Inc. or its affiliates. All rights reserved. 

9 . “a picture of a very clean living room” 2017 StackGAN, Stable Diffusion, Zhang et al. 2022 Rombach et al. 

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11 .Stable Diffusion AIGC 

12 . Stable Diffusion 2.0 太 研 

13 .Amazon SageMaker SD SageMaker GPT-Neo X GPU 103 163TFLOPS/GPU， GPU LLMs+Stable Diffusion 2.0 、3D 去 

14 . P4d P4d PyTorch TensorFlow Trn1 

15 . 千 务 Amazon SageMaker Jupyter 去 Stable Diffusion 

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17 .AI21 Labs AI ⼜ Applications Developer platform AI21 > 5M users > 20K developers 

18 .AI21 Studio Jurassic-1 更好 模型 质量 Jumbo 178B Large 7.5B 的 

19 . 目标：两全其美！ Jurassic-1 Large Jurassic-1 Grande Jurassic-1 Jumbo (7.5B parameters) (17B parameters) (178B parameters) 

20 .© 2022, Amazon Web Services, Inc. or its affiliates. All rights reserved. 

21 . 2: 研 © 2022, Amazon Web Services, Inc. or its affiliates. All rights reserved. 

22 .研 研 研 去 研 Amazon EMR Spark 研 

23 .(40.44641777896232, -80.01560258865356) 美国匹兹堡 07:11:36 

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25 .⼜ 研 客户、品牌、销售 财务、人力资源、质量 供应商网络 ⼜ 研 ⼜ ⼜ 研 ⼜ 务的 

26 .Amazon SageMaker ⼜ 聊研 

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