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所在平台: Udemy |
课程主页: https://www.udemy.com/course/sas-viya-programming-and-administration/
课程评论:没有评论
课程名称:SAS Viya平台管理 课程概述: 欢迎参加Uplatz提供的SAS Viya平台管理课程。SAS Viya是一个云启用的内存分析引擎,具备处理大数据量和快速高效执行复杂分析任务的能力。课程内容涵盖SAS Viya的架构、集成、内存处理、机器学习、深度学习和视觉分析等特色功能。SAS Viya采用微服务架构,灵活可扩展,适用于多种分析需求,并能够与传统数据库、Hadoop集群和云存储等多种数据源进行集成。 课程目标: - 理解SAS Viya的关键概念和架构。 - 学习如何导航SAS Viya的用户界面和工作区。 - 掌握如何在SAS Viya中导入和管理数据。 - 能够使用SAS视觉分析进行数据探索和可视化。 - 执行基本的数据处理和转换任务。 - 构建和运行简单的分析模型。 - 了解如何与他人分享和协作数据与洞察。 课程内容: 1. SAS Viya简介 - SAS Viya的能力概述 - 关键概念和架构 - SAS Viya用户界面的入门 - 导航SAS Viya工作区 - 用户账户和权限管理 2. SAS Viya中的数据管理 - 从不同来源(如数据库、电子表格和云存储)导入数据 - 理解数据格式和结构 - 处理数据库和表 - 清理和转换数据 - 创建计算变量 3. 使用SAS视觉分析进行数据探索和可视化 - SAS视觉分析入门 - 创建基本可视化(如条形图、折线图、散点图) - 使用不同的图表类型和选项 - 构建交互式仪表板和报告 - 共享和导出可视化 4. SAS Viya中的基本分析 - 统计分析概念入门 - 进行描述性统计分析 - 创建交叉表和透视表 - 构建简单的回归模型 - 解释和传达分析结果 5. 在SAS Viya中进行协作与共享 - 与其他用户共享数据和洞察 - 管理用户组和权限 - 使用SAS中的协作工具 - 数据治理和安全的最佳实践 总之,本课程为学习者提供了SAS Viya平台的全面理解,帮助他们掌握数据分析的相关技能和最佳实践。通过理论与实践相结合的方式,学员将能够高效利用这一强大的分析工具进行数据驱动的决策。
A warm welcome to the SAS Viya Platform Administration course by Uplatz.SAS Viya is a cloud-enabled, in-memory analytics engine that offers a wide range of analytical capabilities. It's designed to handle large volumes of data and perform complex analytics tasks quickly and efficiently.Here's how it works and some of its features:Architecture: SAS Viya is built on a microservices architecture, which means that different components of the platform are modular and can be scaled independently. This architecture allows for flexibility and scalability, making it suitable for various analytical needs.Integration: SAS Viya integrates with a variety of data sources, including traditional relational databases, Hadoop clusters, and cloud-based storage solutions. This allows users to access and analyze data from multiple sources without having to move it around.In-Memory Processing: One of the key features of SAS Viya is its in-memory processing capabilities. By keeping data in-memory, the platform can perform computations much faster than traditional disk-based systems, enabling real-time analytics on large datasets.Machine Learning: SAS Viya includes a comprehensive set of machine learning algorithms and techniques for building predictive models. These algorithms are optimized for performance and scalability, allowing users to train models on large datasets with ease.Deep Learning: In addition to traditional machine learning techniques, SAS Viya also supports deep learning models. This allows users to build and train neural networks for tasks such as image recognition, natural language processing, and time series forecasting.Visual Analytics: SAS Viya provides a suite of interactive visualization tools that allow users to explore data and gain insights quickly. These tools include dashboards, charts, and graphs that can be easily customized to suit specific analytical needs.Open Integration: SAS Viya is designed to work with open-source technologies and standards, making it easy to integrate with existing systems and workflows. This allows organizations to leverage their existing investments in tools and infrastructure while still benefiting from the advanced analytics capabilities of SAS Viya.SAS Viya is a powerful analytics platform that offers scalability, performance, and a wide range of analytical capabilities, making it suitable for a variety of use cases across industries.SAS Viya offers a wide range of capabilities for tasks like:Data exploration and visualization: Uncover insights from your data through interactive dashboards and reports.Advanced analytics: Leverage machine learning, artificial intelligence, and statistical modeling for deeper analysis.Data preparation and management: Clean, transform, and manage your data efficiently.Collaboration and sharing: Share insights and reports with colleagues and stakeholders easily.How SAS Viya works:SAS Viya is built on a microservices architecture, which means it's modular and scalable. This allows you to deploy and use only the components you need, as well as scale the platform up or down based on your demands.The platform can be deployed on-premises, in the cloud, or in a hybrid environment. It uses Kubernetes for container orchestration, which provides flexibility and portability.Here's a basic overview of the workflow:Data is imported from various sources like databases, spreadsheets, or cloud storage.Data preparation tasks like cleaning and transformation are performed.Analysis is done using pre-built tools or custom code.Results and insights are visualized in dashboards and reports.Collaboration and sharing of insights takes place with other users.Key Features of SAS ViyaHere are some of the key features that make SAS Viya stand out:Open-source and cloud-native: Provides flexibility and scalability for modern environments.Comprehensive analytics: Offers a wide range of tools for data exploration, visualization, and machine learning.Integrated and user-friendly: Provides a seamless experience for both analysts and business users.Secure and scalable: Meets stringent security standards and can handle large datasets effectively.Flexible deployment: Can be deployed on-premises, in the cloud, or in a hybrid environment.Course ObjectivesUnderstand the key concepts and architecture of SAS Viya.Navigate the SAS Viya user interface and workspace.Import and manage data in SAS Viya.Explore and visualize data using SAS Visual Analytics.Perform basic data manipulation and transformation tasks.Build and run simple analytical models.Share and collaborate on data and insights with others.SAS Viya Platform Administration - Course Curriculum1. Introduction to SAS ViyaOverview of SAS Viya and its capabilitiesKey concepts and architecture of SAS ViyaGetting started with the SAS Viya user interfaceNavigating the SAS Viya workspaceManaging user accounts and permissions2. Data Management in SAS ViyaImporting data from various sources (e.g., databases, spreadsheets, cloud storage)Understanding data formats and structuresWorking with data libraries and tablesCleaning and transforming dataCreating calculated variables3. Data Exploration and Visualization with SAS Visual AnalyticsIntroduction to SAS Visual AnalyticsCreating basic visualizations (e.g., bar charts, line charts, scatter plots)Working with different chart types and optionsBuilding interactive dashboards and reportsSharing and exporting visualizations4. Basic Analytics in SAS ViyaIntroduction to statistical analysis conceptsPerforming descriptive statisticsCreating crosstabs and pivot tablesBuilding simple regression modelsInterpreting and communicating analytical results5. Collaboration and Sharing in SAS ViyaSharing data and insights with other usersWorking with user groups and permissionsUtilizing collaboration tools in SAS ViyaBest practices for data governance and security