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Chat with Your Data: Generative AI-Powered SQL Data Analysis · LearnSpace
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courseraIT и технологии

Chat with Your Data: Generative AI-Powered SQL Data Analysis

Курс от Vanderbilt University
Начальный≈ 4.4 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

Imagine turning your database into a conversation partner that not only answers your questions but visualizes insights, finds patterns you've missed, and helps fix your queries. This isn't science fiction—it's the power of Generative AI applied to SQL and data analysis. Traditional database interaction requires technical expertise, writing complex queries, and switching between multiple tools to analyze and visualize results. But what if you could simply have a conversation with your data? What if you could ask questions in plain language and receive immediate, actionable insights? This course teaches you how to revolutionize your relationship with databases through ChatGPT-assisted analysis. You'll learn powerful techniques to establish accurate database context, collaboratively explore meaningful questions, generate precise SQL queries, and transform raw results into compelling visualizations—all through natural conversation with AI. All of these techniques are simple for anyone to use with just ChatGPT and your database. We'll explore proven patterns like the CLUE framework for establishing database context, the experimental query generation approach for building complex queries, and the TRUST method for verifying your results. You'll discover how to design visualization-first queries, build reproducible analysis pipelines with the CAPTURE pattern, and efficiently troubleshoot SQL issues using the DEBUG framework. Whether you're a data analyst seeking to accelerate your workflow, a business professional who needs insights without coding expertise, or a database administrator looking to expand your toolkit, this course equips you with immediately applicable skills. You'll learn to extract more value from your existing data while dramatically reducing the time and technical barriers traditionally associated with database analysis. By the end of this course, you'll transform how you interact with databases—moving from rigid, technical queries to fluid, insightful conversations that reveal the full potential of your data. As Generative AI reshapes the landscape of data analysis, this course ensures you're not just keeping pace but leading the charge with powerful, practical techniques that deliver immediate results.

Навыки, которые вы освоите

Generative AIData AnalysisSQLChatGPTPrompt EngineeringPrompt PatternsData VisualizationDebuggingData ValidationAI literacyCode ReusabilityExploratory Data AnalysisDatabasesContext EngineeringInteractive Data Visualization

Программа курса

2 модулей · 25 учебных материалов

01Chat with Your Data: Translating Questions and Goals into Queries14 материалов
Introduction to Chatting with Your Data Using Generative AIВидеоFrom Conversation to QueryВидеоFrom Questions to Queries: The Basics of AI-Generated SQLЧтениеEstablishing Database ContextВидео

Учитесь у экспертов

Dr. Jules White

Professor of Computer Science

Chat with Your Data: Generative AI-Powered SQL Data Analysis
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Обучение откроется на Coursera
в новой вкладке

Обучение на Coursera

≈ 4.4 ч

2 модулей

Язык: Английский

Субтитры: Арабский, Французский, Узбекский, Итальянский, Бразильский португальский, Корейский, Немецкий, Пушту, Испанский, Дари, Японский, Казахский, Венгерский

Часть программы вашего университета
Grounding Generative AI: Avoiding Hallucinations When Working with DatabasesЧтение
The CLUE Technique: Grounding Generative AIЧтение
Flipped Interaction Context SettingВидео
The Flipped Interaction Pattern: Letting AI Guide Your Database DiscoveryЧтение
Staying Connected & Learning MoreЧтение
Co-exploration of Questions & DatabasesВидео
Co-Exploration: Maximizing the Value of Your DatabaseЧтение
From Question to QueryВидео
Experimental Query Generation: Using Sample Queries to Build Complex SQLЧтение
Generative AI CollaborationЗадание
02Talking to Your Results: From Query Results to Visualizations & Analyses11 материалов
Collaborative Data Analysis with Generative AIВидеоBeyond SQL: Building a Conversational Partnership with Your DataЧтениеSanity Checking Queries, Results, and AnalysesВидеоTRUST: Elevating Data Analysis Rigor Through AI-Powered VerificationЧтениеSupporting Replication & Automation Outside Generative AIВидеоThe CAPTURE Pattern: Creating Reproducible Data Analysis with AIЧтениеCollaborative Data Visualization of Query Results with Generative AIВидеоVisual Insight Patterns: Transforming Database Queries into Meaningful VisualizationsЧтениеCollaborative Debugging of SQL Queries with Generative AIВидеоThe DEBUG Framework: Collaborative SQL Query Troubleshooting with AIЧтениеCollaborative Data AnalysisЗадание