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Smart Data Cleaning with Generative AI · LearnSpace
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courseraАнализ данных

Smart Data Cleaning with Generative AI

Курс от Coursera
Средний≈ 7.5 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

Tired of spending hours on tedious data cleaning? Imagine if AI could handle the heavy lifting for you, turning days of work into minutes. From detecting errors to organizing vast datasets, Generative AI can not only save you time but also elevate your data quality to new heights. Dive into this course to learn how to transform data prep from a chore into a game-changing advantage! This short course was created to help you leverage Generative AI to simplify data cleaning and preparation, making workflows faster, more efficient, and accurate. By completing this course, you’ll gain hands-on knowledge of Generative AI techniques that can be immediately applied to improve your data preparation workflows. By the end of this 2.5-hour long course, you will be able to: - Identify common challenges in data cleaning and preparation that can be automated with Generative AI. - Apply Generative AI tools and techniques to automate repetitive data cleaning tasks, streamlining the data preparation process. - Evaluate the effectiveness of Generative AI in improving the efficiency and accuracy of data cleaning and preparation processes. - Implement specific Generative AI strategies in data cleaning workflows to minimize manual effort. This course is unique because it combines a practical, hands-on approach with real-world case studies, enabling you to directly apply AI tools and techniques to relevant data challenges. You’ll not only explore cutting-edge AI tools but also gain valuable insights into optimizing your data preparation processes through automated solutions. To be successful in this course, you should have a background in data handling and basic AI concepts. Experience with programming in Python and data preparation will be helpful to get the most out of the exercises. Throughout the course, you'll be assessed through a combination of practice quizzes, hands-on exercises, and a final graded assessment. These assessments are designed to ensure you've truly mastered the material and can apply your newfound knowledge to real-world scenarios. To succeed, stay engaged with the hands-on exercises, actively explore the Generative AI tools introduced, and take time to analyze the case studies provided. These activities will not only deepen your understanding but also equip you with actionable skills for immediate use in your data projects.

Навыки, которые вы освоите

Generative AIData CleansingAutomationData ValidationTensorflowData QualityData PreprocessingAlteryxOpenAIResponsible AI

Программа курса

5 модулей · 27 учебных материалов

01Lesson 1: Introductory Lesson3 материалов
Welcome to the CourseВидеоCourse IntroductionЧтениеUnderstanding Generative AI in Data CleaningDIALOGUE
02Lesson 2: Identifying Data Cleaning and Preparation Opportunities Perfect for AI Automation 5 материалов

Учитесь у экспертов

Dr. Beju Rao

Преподаватель курса

Smart Data Cleaning with Generative AI
В каталоге вашей программы

Инвестируйте в себя

Новые знания — в удобное для вас время.

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Обучение откроется на Coursera
в новой вкладке

Обучение на Coursera

≈ 7.5 ч

5 модулей

Язык: Английский

Субтитры: Арабский, Французский, Итальянский, Бразильский португальский, Корейский, Немецкий, Испанский, Японский, Венгерский

Часть программы вашего университета
Introduction to Data Cleaning Pain PointsВидео
Understanding Generative AI's Role in Data PreparationЧтение
Decision Framework for Data Cleaning AutomationВидео
Unlocking Opportunities for AI Automation in Data CleaningDIALOGUE
AI-Ready Data Cleaning QuizЗадание
03Lesson 3: Implementing AI Tools for Data Preparation 6 материалов
Getting Started with AI ToolsВидеоAI Tools Deep DiveЧтениеYour First AI-Powered Data CleanВидеоMastering AI Tools for Efficient Data PreparationDIALOGUEImplementing AI Tools for Data PreparationЛабораторнаяAI Tools for Data Prep QuizЗадание
04Lesson 4: Evaluating AI Data Cleaning Success 6 материалов
Measuring Success in AI Data CleaningВидеоImpact Assessment FrameworkЧтениеReal-world Impact StoriesВидео Measuring the Success of AI-Powered Data CleaningDIALOGUEImpact Calculation ExerciseЛабораторнаяAI Data Cleaning Success QuizЗадание
05Lesson 5: Automating Data Cleaning Workflow 7 материалов
Getting Started with AI-Powered Data CleaningВидеоBest Practices for AI Data Cleaning ImplementationЧтениеBuilding Your First Automated WorkflowВидеоWorkflow Automation ChallengeЛабораторнаяKey TakeawaysЧтениеAutomated Data Cleaning Workflow QuizЗаданиеGraded QuizЗадание