Smart Data Cleaning with Generative AI
Keep adding new skills with 10,000+ programs for $239 (usually $399). Save now.
Smart Data Cleaning with Generative AI
This course is part of multiple programs.
Instructor: Dr. Beju Rao
Included with
Ask Coursera
Skills you'll gain
Tools you'll learn
Details to know
See how employees at top companies are mastering in-demand skills
Build your subject-matter expertise
- Learn new concepts from industry experts
- Gain a foundational understanding of a subject or tool
- Develop job-relevant skills with hands-on projects
- Earn a shareable career certificate
There are 5 modules in this course
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.
In this introductory video, you’ll get an overview of how Generative AI automates data cleaning, the key tools and skills you'll learn, and the prerequisites to help you get the most out of this course. You’ll also learn how AI enhances data preparation, improves efficiency, and integrates into existing workflows. By the end, you'll be ready to apply AI for faster, more effective data handling.
What's included
1 video1 reading
1 video•Total 3 minutes
- Welcome to the Course•3 minutes
1 reading•Total 10 minutes
- Course Introduction•10 minutes
In this lesson, you’ll explore common data-cleaning challenges and see how Generative AI can automate tasks using techniques like natural language processing and code generation. You’ll learn how AI streamlines data preparation, making workflows faster and more efficient. And to make sure it all clicks, you’ll have practice quizzes along the way!
What's included
2 videos1 reading1 assignment
2 videos•Total 11 minutes
- Introduction to Data Cleaning Pain Points•6 minutes
- Decision Framework for Data Cleaning Automation•5 minutes
1 reading•Total 10 minutes
- Understanding Generative AI's Role in Data Preparation•10 minutes
1 assignment•Total 30 minutes
- AI-Ready Data Cleaning Quiz•30 minutes
In this lesson, you’ll apply Generative AI tools to streamline data preparation, automating repetitive cleaning tasks with minimal effort. Through hands-on practice, you’ll explore popular AI tools, set up configurations, and optimize data ingestion and transformation. And to make sure it all clicks, you’ll have practice quizzes along the way!
What's included
2 videos1 reading1 assignment1 ungraded lab
2 videos•Total 11 minutes
- Getting Started with AI Tools•5 minutes
- Your First AI-Powered Data Clean•6 minutes
1 reading•Total 10 minutes
- AI Tools Deep Dive•10 minutes
1 assignment•Total 30 minutes
- AI Tools for Data Prep Quiz•30 minutes
1 ungraded lab•Total 50 minutes
- Implementing AI Tools for Data Preparation•50 minutes
In this lesson, you’ll apply Generative AI tools to streamline data preparation, automating repetitive In this lesson, you’ll learn how to measure the impact of Generative AI on data cleaning. You’ll explore key metrics, real-world examples, and potential limitations. To put your skills into action, you’ll complete a hands-on assignment. And to make sure it all clicks, you’ll have practice quizzes along the way!
What's included
2 videos1 reading1 assignment1 ungraded lab
2 videos•Total 13 minutes
- Measuring Success in AI Data Cleaning•7 minutes
- Real-world Impact Stories•6 minutes
1 reading•Total 10 minutes
- Impact Assessment Framework•10 minutes
1 assignment•Total 30 minutes
- AI Data Cleaning Success Quiz•30 minutes
1 ungraded lab•Total 35 minutes
- Impact Calculation Exercise•35 minutes
In this lesson, you’ll explore how Generative AI automates data-cleaning tasks like standardizing formats, handling missing values, and detecting anomalies. Then, through a hands-on assignment, you’ll apply these techniques to streamline your workflows. And to make sure it all clicks, you’ll have practice quizzes along the way!
What's included
2 videos2 readings2 assignments1 ungraded lab
2 videos•Total 14 minutes
- Getting Started with AI-Powered Data Cleaning•8 minutes
- Building Your First Automated Workflow•6 minutes
2 readings•Total 20 minutes
- Best Practices for AI Data Cleaning Implementation•10 minutes
- Key Takeaways•10 minutes
2 assignments•Total 60 minutes
- Graded Quiz•30 minutes
- Automated Data Cleaning Workflow Quiz•30 minutes
1 ungraded lab•Total 45 minutes
- Workflow Automation Challenge•45 minutes
Earn a career certificate
Add this credential to your LinkedIn profile, resume, or CV. Share it on social media and in your performance review.
Instructor
Why people choose Coursera for their career
Frequently asked questions
To access the course materials, assignments and to earn a Certificate, you will need to purchase the Certificate experience when you enroll in a course. You can try a Free Trial instead, or apply for Financial Aid. The course may offer 'Full Course, No Certificate' instead. This option lets you see all course materials, submit required assessments, and get a final grade. This also means that you will not be able to purchase a Certificate experience.
When you enroll in the course, you get access to all of the courses in the Specialization, and you earn a certificate when you complete the work. Your electronic Certificate will be added to your Accomplishments page - from there, you can print your Certificate or add it to your LinkedIn profile.
Yes. In select learning programs, you can apply for financial aid or a scholarship if you can’t afford the enrollment fee. If fin aid or scholarship is available for your learning program selection, you’ll find a link to apply on the description page.
More questions
Financial aid available,