10/22 4/25 800MM Big Six* USA Technology Company CapEx *Apple, NVIDIA, Microsoft, Alphabet, Amazon (AWS only), & Meta Platforms Source: Capital IQ (3/25), Morgan Stanley 2014 2024 CapEx, $B +63% $212B deepest, and deploy it widest. *Hyperscalers (large data center operators) are Amazon Web Services (AWS), Microsoft Azure, Google Cloud Platform (GCP), Alibaba Cloud, Oracle Cloud Infrastructure (OCI) Amazon, & Meta Platforms / Facebook. Only AWS CapEx & revenue shown for Amazon (i.e. excludes Amazon retail CapEx). AWS CapEx estimated per Morgan Stanley – equals AWS net additions to property & equipment

. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 255 12.4. 采用测试驱动开发完善库的功能 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 工具、嵌入式设备、音视频分析与转码、加密货币、生物信息学、搜索引擎、物联网 （IOT）程序、机器学习，甚至是 Firefox 浏览器的重要部分。 开源开发者 Rust 适合那些希望构建 Rust 编程语言、社区、开发工具和库的开发者。我们非常欢迎你为 Rust 语言作出贡献。 7/562Rust 程序设计语言 简体中文版 重视速度和稳定性的开发者 Rust 适合那些渴望在编程语言中寻求速度与稳定性的开发者。对于速度来说，既是指 控 制流结构。在 Rust 中，创建自定义类型需要用到结构体和枚举。 第七章介绍 Rust 的模块（module）系统，其中的私有性规则用来组织代码和公开的 API（应 用程序接口）。第八章讨论标准库提供的常见集合数据结构，例如 Vector（向量）、字符串和 Hash Map（散列表）。第九章探索 Rust 的错误处理的理念与技术。 第十章深入介绍泛型（generic）、Trait 和生命周期

成本：不需要投入千万、上亿资金，少量资金投入就可以 能力：不需要等待下一代AGI面面俱到的能力 响应：响应速度更快，用户体验更好 部署：可以私有化部署，保障政府企业数据安全 训练：不需要从头训练，只需要专业知识库或者微调就可以 人才：大模型训练复杂程度降低，对人才要求也降低 工具：已经有全套工具 走专业化大模型 之路，大模型落 地门槛大幅降低 从原子弹变成 「茶叶蛋」 52政企、创业者必读 基于DeepSeek是打造专业大模型、 带钢卷取温度高精度预报 • 带钢跑偏预测分析 • 掉顶头异常识别 • 热轧管材表面质检 • 钢管识别跟踪 • 铸管外表面缺陷自动检测 • 铸管内壁缺陷自动检测 • 轧钢含油污泥油-水-固三相比例及成分分析 • 坯料库行车智能调度 • (棒材)多维度轧件堆拉关系分析 • 轧钢动态调度算法 • 产品质量在线控制无损检测 • 无缝钢管芯棒表面质检 • 无缝钢管制品芯棒插偏检测 • 冷轧带材精轧机架间钢带异常识别 • 冷轧带材机架间板形异常识别 业务大模型 打造 构建 智能体 基于政府企业场景和专业 知识，利用数据工场、知 识工场、模型工场，训练 业务大模型 DeepSeek基座大模型 59政企、创业者必读 关键基础之一：知识库打造 知识库打造是DeepSeek更懂企业的基础 知识自动汇集，不流失 多模态数据处理和理解 非结构化文档处理和理解 搜索，辅助内部办公和外部客户服务 为业务大模型RAG做准备 内部知识管理

Web Services, Inc. or its Affiliates. All rights reserved. Amazon Trademark Overall Performance AWS DeepLens Acer aiSage NVIDIA Jetson Nano© 2019, Amazon Web Services, Inc. or its Affiliates. All Jetson Nano AWS DeepLens Acer aiSage NVIDIA Jetson Nano© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Trademark Effects of Convolution operators using TVM AWS DeepLens com/dmlc/gluon-cv© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Trademark 1. AWS has most TVM contributors from industry. 2. We plan to build TVM team in China, based in Shanghai

to TVM o_uTVM: support for microcontrollers in TVM o_ Virtual Machine and dynamic NNs support (w/ AWS folks) o_ Improved NLP support, with focus on transformers QQ octoML Core Infrastructure Refactors currently implemented using copy, 10 Virtual Machine e Many improvements from contributors at UW, AWS, and OctoML. e Initial implementation is quickly moving towards production quality. o _VM compiler Apache(incubating) community members. e ASF Mentors and PMC members who make this awesome project Possiblel ee AWS for hosting the first Bay Area meetup QQ octoML 14 Annual TVM Conference 2019 Organized and participated

throughout the organization.” They are self-healing ii. Netflix – April 21, 2011; entire Amazon AWS US-EAST availability zone went down; Netflix was unaffected. Since 2008 they were building and testing appropriate settings and use the tests to scan environments for vulnerabilities iii. 18F Cloud.gov (uses AWS GovCloud – 1. Created platform addressing bulk of compliance concerns driven by ATO requirements auditing, controls, and risk mitigations. ii. Bill Shinn, principle security solutions architect for AWS – auditors traditional training of sampling with screenshot evidence doesn’t really work in cloud

Art of Business Value and A Seat at the Table: IT Leadership in the Age of Agility. Before joining AWS he was the CIO of US Citizenship and Immigration Service (part of the Department of Homeland Security) Computer Science from Yale, and an MA in Philosophy from Yale. Mark and Mike first met at the 2019 AWS Public Sector Summit in Washington, DC. They’ve been best friends ever since.

Art of Business Value and A Seat at the Table: IT Leadership in the Age of Agility. Before joining AWS he was the CIO of US Citizenship and Immigration Service (part of the Department of Homeland Security) Computer Science from Yale, and an MA in Philosophy from Yale. Mark and Mike first met at the 2019 AWS Public Sector Summit in Washington, DC. They’ve been best friends ever since. Fork Me on GitHub

Art of Business Value and A Seat at the Table: IT Leadership in the Age of Agility. Before joining AWS he was the CIO of US Citizenship and Immigration Service (part of the Department of Homeland Security) Computer Science from Yale, and an MA in Philosophy from Yale. Mark and Mike first met at the 2019 AWS Public Sector Summit in Washington, DC. They’ve been best friends ever since. Follow Us Follow our