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所在平台: Udemy |
课程主页: https://www.udemy.com/course/ai-powered-data-visualization-with-angular-react-and-nodejs/
课程评论：没有评论
课程名称：使用Angular、React和NodeJS进行AI驱动的数据可视化 课程概述： 本课程将指导您从零开始构建一个AI驱动的数据可视化仪表板，使用Angular、React、NodeJS和Claude AI！这是一个实践为主的项目课程，您将学习如何创建一个完整的全栈Web应用程序，通过自然语言生成SQL查询并动态呈现图表，非常适合希望掌握AI集成现代Web开发的开发者。课程包含构建两个完整的全栈应用，利用Anthropic的Claude AI将自然语言转化为动态数据可视化。 您将学习： - 构建结合人工智能与现代数据可视化技术的生产就绪应用程序。 - 使用Angular和React开发相同功能，提升您的技能以适应更广泛的雇主和项目要求。 - 前端开发（Angular & React）：使用TypeScript和Tailwind CSS创建响应式现代用户界面，掌握Redux Toolkit的状态管理， 利用Apollo GraphQL客户端实现实时数据获取。使用Chart.js创建响应自然语言提示的交互式可视化图表（条形图、折线图和饼图）。 - 后端开发：开发一个强大的NodeJS和Express后台，结合Anthropic的Claude AI模型，建立一个灵活的Apollo GraphQL服务器，处理复杂的数据操作和AI处理，实施安全的PostgreSQL数据库连接和管理。 您将构建： - 一个适用于生产的分析平台，包含： - AI驱动的SQL生成器：通过Claude AI将自然语言提示转换为PostgreSQL查询 - 双前端架构：构建两个用户界面 - 一个使用Angular（TypeScript、Redux Toolkit、Apollo Client），另一个使用React（Vite、Redux、Tailwind CSS） - 动态可视化：使用AI生成数据创建条形、折线和饼图 - 全栈架构： - 后端：Node.js/Express.js与Apollo GraphQL服务器 - 数据库：PostgreSQL集成及CRUD操作 - DevOps：部署到Render（Node.js）和Vercel（前端） 关键特点： - 自然语言处理(NLP)接口进行数据分析 - AI SQL查询生成器，带错误处理 - 多数据源管理（添加/编辑/删除PostgreSQL连接） - 双编辑器：基于提示的AI编辑器 + 传统SQL编辑器 - Angular和React实现中的Redux状态管理 - 使用Tailwind CSS样式的响应式UI - 使用Apollo服务器/客户端的GraphQL API开发 - JWT认证集成（附加模块） 涵盖的技术： - 前端：Angular 19+、React 18+、Vite、Redux Toolkit、Apollo Client、Chart.js、Tailwind CSS - 后端：Node.js、Express.js、Apollo服务器、PostgreSQL、TypeORM、Claude AI API - DevOps：Render、Vercel、REST/GraphQL API部署 通过本课程，您将构建两个完整的、可部署的应用，展示AI在数据可视化方面的强大能力。您将理解如何集成GraphQL、AI和现代状态管理等复杂技术，并遵循Angular和React开发的业界最佳实践。
Learn to build an AI-powered data visualization dashboard from scratch using Angular, React, NodeJS, and Claude AI! This hands-on, project-based course teaches you to create a full-stack web application that transforms natural language into SQL queries and dynamic charts using AI, perfect for developers looking to master AI integration in modern web development. This course teaches you how to build two complete full-stack applications that leverage the power of Anthropic's Claude AI to transform natural language into dynamic data visualizations.What You'll Learn:Build production-ready applications that combine artificial intelligence with modern data visualization techniques. You'll develop identical functionality using both Angular and React, giving you versatile skills that appeal to a wider range of employers and projects. The course covers end-to-end development of an AI-enhanced analytics platform featuring:Frontend Development (Angular & React): Learn to create responsive, modern user interfaces using TypeScript and Tailwind CSS. Master state management with Redux Toolkit, and implement real-time data fetching using Apollo GraphQL Client. Create interactive visualizations using Chart.js, including bar charts, line charts, and pie charts that respond to natural language prompts.Backend Development: Develop a robust NodeJS and Express backend integrated with Anthropic's Claude AI model. Build a flexible Apollo GraphQL server that handles complex data operations and AI processing. Implement secure PostgreSQL database connections and management.What You'll Build:A production-ready analytics platform with:- AI-Powered SQL Generator: Convert natural language prompts to PostgreSQL queries using Claude AI- Dual Frontend Architecture: Build 2 UIs - one with Angular (Typescript, Redux Toolkit, Apollo Client) and another with React (Vite, Redux, Tailwind CSS)- Dynamic Visualization: Create bar, line, and pie charts with Chart.js using AI-generated data- Full-Stack Architecture:Backend: Node.js/Express.js with Apollo GraphQL ServerDatabase: PostgreSQL integration with CRUD operationsDevOps: Deploy to Render (Node.js) + Vercel (Frontends)Key Features Included:- Natural Language Processing (NLP) interface for data analysis- AI SQL Query Builder with error handling- Multi-Datasource Management (Add/Edit/Delete PostgreSQL connections)- Dual Editors: Prompt-based AI editor + Traditional SQL editor- Redux State Management in both Angular and React implementations- Responsive UI with Tailwind CSS styling- GraphQL API development with Apollo Server/Client- JWT Authentication integration (extra module)Technologies Covered:Frontend: Angular 19+, React 18+, Vite, Redux Toolkit, Apollo Client, Chart.js, Tailwind CSSBackend: Node.js, Express.js, Apollo Server, PostgreSQL, TypeORM, Claude AI APIDevOps: Render, Vercel, REST/GraphQL API deploymentBy the end of this course, you'll have built two complete, deployment-ready applications that showcase the power of AI in data visualization. You'll understand how to integrate complex technologies like GraphQL, AI, and modern state management while following industry best practices for both Angular and React development.
