In this 2-hour long project-based course on handling imbalanced data classification problems, you will learn to understand the business problem related we are trying to solve and and understand the dataset. You will also learn how to select best evaluation metric for imbalanced datasets and data resampling techniques like undersampling, oversampling and SMOTE before we use them for model building process. At the end of the course you will understand and learn how to implement ROC curve and adjust probability threshold to improve selected evaluation metric of the model.
Handling Imbalanced Data Classification Problems
Handling Imbalanced Data Classification Problems
Instructor: Bhaskarjit Sarmah
1,689 already enrolled
Guided Project
Learn, practice, and apply job-ready skills with expert guidance
Intermediate level
No previous experience necessary
2 hours (approximately)
Learn at your own pace
No downloads or installation required
Only available on desktop
Hands-on learning
4.6
(55 reviews)
What you'll learn
Understand the business problem and the dataset to choose best evaluation metric for the problem
Create imbalanced data classification model using SMOTE data resampling technique
Compute to ROC curve and use to adjust probability threshold
Skills you'll practice
- Category: Predictive Modelling
- Category: SMOTE
- Category: Data Resampling
- Category: Imbalanced Data
- Category: Receiver Operating Characteristic (ROC)
Details to know
Shareable Certificate
Add to your LinkedIn profile
Guided Project
Learn, practice, and apply job-ready skills with expert guidance
Intermediate level
No previous experience necessary
2 hours (approximately)
Learn at your own pace
No downloads or installation required
Only available on desktop
Hands-on learning
4.6
(55 reviews)
Learn, practice, and apply job-ready skills in less than 2 hours
- Receive training from industry experts
- Gain hands-on experience solving real-world job tasks
- Build confidence using the latest tools and technologies
About this Guided Project
Learn step-by-step
In a video that plays in a split-screen with your work area, your instructor will walk you through these steps:
Loading and understanding the dataset
Exploring the dataset
Evaluation metric selection
Creating a baseline model
Resampling techniques for imbalanced datasets
Implementing ROC curve
Adjusting probability threshold
6 project images
Instructor
Offered by
How you'll learn
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.
Why people choose Coursera for their career
Felipe M.
Learner since 2018
"To be able to take courses at my own pace and rhythm has been an amazing experience. I can learn whenever it fits my schedule and mood."
Jennifer J.
Learner since 2020
"I directly applied the concepts and skills I learned from my courses to an exciting new project at work."
Larry W.
Learner since 2021
"When I need courses on topics that my university doesn't offer, Coursera is one of the best places to go."
Chaitanya A.
"Learning isn't just about being better at your job: it's so much more than that. Coursera allows me to learn without limits."
Learner reviews
Showing 3 of 55
4.6
55 reviews
- 5 stars
76.36%
- 4 stars
14.54%
- 3 stars
5.45%
- 2 stars
0%
- 1 star
3.63%
You might also like
You are Currently on slide 1
Open new doors with Coursera Plus
Unlimited access to 7,000+ world-class courses, hands-on projects, and job-ready certificate programs - all included in your subscription
Advance your career with an online degree
Earn a degree from world-class universities - 100% online
Join over 3,400 global companies that choose Coursera for Business
Upskill your employees to excel in the digital economy
Frequently asked questions
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.
