What Is Data Wrangling? The Key to Clean Data (VIDEO)
January 27, 2025
Article
Instructor: Snehan Kekre
3,330 already enrolled
Included with
(52 reviews)
Recommended experience
Intermediate level
Prior experience in R programming, basic machine learning theory, and training ML models with any framework in R
(52 reviews)
Recommended experience
Intermediate level
Prior experience in R programming, basic machine learning theory, and training ML models with any framework in R
Apply machine learning and predictive analytics to solve a business problem
Explain and describe automatic machine learning (AutoML)
Perform Automatic Machine Learning with H2O and R
Add to your LinkedIn profile
Only available on desktop
This is a hands-on, guided project on Predictive Analytics for Business with H2O in R. By the end of this project, you will be able apply machine learning and predictive analytics to solve a business problem, explain and describe automatic machine learning, perform automatic machine learning (AutoML) with H2O in R. We will take a data-driven approach to predict the success of bank telemarketing.
H2O's AutoML automates the process of training and tuning a large selection of models, allowing the user to focus on other aspects of the data science and machine learning pipeline such as data pre-processing, feature engineering and model deployment. To successfully complete the project, we recommend that you have prior experience with programming in R, basic machine learning theory, and have trained ML models in R. We will not be exploring how any particular model works nor dive into the math behind them. Instead, we assume you have this foundational knowledge and want to learn to use H2O in R for predictive analytics. Note: This course works best for learners who are based in the North America region. We’re currently working on providing the same experience in other regions.
In a video that plays in a split-screen with your work area, your instructor will walk you through these steps:
Introduction and Project Overview (9 min)
Getting to Know the Marketing Data (5 min)
Load the Data into R (11 min)
Data Prep & Start H2O Cluster (14 min)
Run H2O AutoML (8 min)
AutoML Leaderboard and Ensemble Exploration (16 min)
Prior experience in R programming, basic machine learning theory, and training ML models with any framework in R
The Coursera Project Network is a select group of instructors who have demonstrated expertise in specific tools or skills through their industry experience or academic backgrounds in the topics of their projects. If you're interested in becoming a project instructor and creating Guided Projects to help millions of learners around the world, please apply today at teach.coursera.org.
Skill-based, hands-on learning
Practice new skills by completing job-related tasks.
Expert guidance
Follow along with pre-recorded videos from experts using a unique side-by-side interface.
No downloads or installation required
Access the tools and resources you need in a pre-configured cloud workspace.
Available only on desktop
This Guided Project is designed for laptops or desktop computers with a reliable Internet connection, not mobile devices.
52 reviews
88.46%
11.53%
0%
0%
0%
Showing 3 of 52
Reviewed on Aug 6, 2020
This is a well-prepared guided project. I will recommend everyone to take this.
Reviewed on Mar 17, 2023
Well prepared and greatly explained by the instructor. I really enjoyed it. Thank you
University of Illinois Urbana-Champaign
Build toward a degree
Course
University of Colorado Boulder
Course
Coursera Project Network
Course
Unlimited access to 10,000+ world-class courses, hands-on projects, and job-ready certificate programs - all included in your subscription
Earn a degree from world-class universities - 100% online
Upskill your employees to excel in the digital economy
By purchasing a Guided Project, you'll get everything you need to complete the Guided Project including access to a cloud desktop workspace through your web browser that contains the files and software you need to get started, plus step-by-step video instruction from a subject matter expert.
Because your workspace contains a cloud desktop that is sized for a laptop or desktop computer, Guided Projects are not available on your mobile device.
Guided Project instructors are subject matter experts who have experience in the skill, tool or domain of their project and are passionate about sharing their knowledge to impact millions of learners around the world.
You can download and keep any of your created files from the Guided Project. To do so, you can use the “File Browser” feature while you are accessing your cloud desktop.
Guided Projects are not eligible for refunds. See our full refund policy.
Financial aid is not available for Guided Projects.
Auditing is not available for Guided Projects.
At the top of the page, you can press on the experience level for this Guided Project to view any knowledge prerequisites. For every level of Guided Project, your instructor will walk you through step-by-step.
Yes, everything you need to complete your Guided Project will be available in a cloud desktop that is available in your browser.
You'll learn by doing through completing tasks in a split-screen environment directly in your browser. On the left side of the screen, you'll complete the task in your workspace. On the right side of the screen, you'll watch an instructor walk you through the project, step-by-step.