May 2025
Intermediate to advanced
460 pages
6h 16m
Chinese
Content preview from 实用 MLOps
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附录 A. 关键术语
本节精选了在云计算、MLOps 和机器学习工程教学中经常出现的关键术语：
- 警报
-
警报是与行动相关联的健康度量。例如，当网络服务返回多个错误状态代码时，警报会向软件工程师发送短信。
- 亚马逊 ECR
-
亚马逊 ECR 是一个存储 Docker 格式容器的容器注册中心。
- 亚马逊 EKS
-
亚马逊 EKS 是亚马逊创建的 Kubernetes 托管服务。
- 自动缩放
-
自动缩放是根据节点正在使用的资源数量自动增加或减少负载的过程。
- AWS 云9
-
AWS Cloud9 是运行在 AWS 中的基于云的开发环境。它具有开发无服务器应用程序的特殊钩子。
- AWS Lambda
-
AWS 推出的无服务器计算平台，具有 FaaS 功能。
- Azure 容器实例（ACI）
-
Azure 容器实例是微软提供的一项托管服务，允许你运行容器镜像，而无需管理服务器来托管它们。
- Azure Kubernetes 服务（AKS）
-
Azure Kubernetes 服务是微软创建的受管 Kubernetes 服务。
black-
black工具可自动格式化 Python 源代码文本。 - 建立服务器
- CircleCI
-
一种流行的 SaaS（软件即服务）构建系统，用于 DevOps 工作流程。
- 云本地应用程序
-
云原生应用程序是利用云的独特功能（如无服务器）的服务。
- 集装箱
-
容器是一组与操作系统其他部分隔离的进程。它们通常有几兆字节大小。
- 持续交付
-
持续交付是将经过测试的软件自动交付到任何环境的过程。
- 持续集成
-
持续集成是在向源代码控制系统签入软件时自动测试软件的过程。
- 数据工程
-
数据工程是将数据流自动化的过程。
- 灾后恢复
-
灾难恢复是设计一个软件系统，以便在灾难发生后仍能恢复的过程。这一过程可能包括将数据归档到另一个位置。
- Docker 格式容器
-
容器有多种格式。一种新兴的形式是 Docker，它涉及Dockerfile 的定义。
- Docker
-
Docker 是一家创造容器技术的公司，包括一个执行引擎、通过 DockerHub 提供的协作平台以及一种名为Dockerfile 的容器格式。
- FaaS（功能即服务）
-
云计算的一种，可促进响应事件的功能。
- 谷歌 GKE
-
Google GKE 是由 Google 创建的 Kubernetes 托管服务。
- IPython
-
ipython解释器是 Python 的交互式终端。它是 Jupyter 笔记本的核心。 - JSON
-
JSON 是 JavaScript Object Notation 的缩写，它是一种轻量级、人类可读的数据格式，大量用于网络服务。
- Kubernetes 集群
-
Kubernetes 集群是 Kubernetes 的部署，它包含 Kubernetes 组件的整个生态系统，包括节点、pod、API 和容器。
- Kubernetes 容器
-
Kubernetes 容器是部署到 Kubernetes 集群中的 Docker 镜像。
- Kubernetes ...
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O’Reilly covers everything we've got, with content to help us build a world-class technology community, upgrade the capabilities and competencies of our teams, and improve overall team performance as well as their engagement.Julian F.
I wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.Addison B.
I’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.Amir M.
I'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.