Coursera Project Network
Handling Imbalanced Data Classification Problems
Coursera Project Network

Handling Imbalanced Data Classification Problems

Taught in English

Bhaskarjit Sarmah

Instructor: Bhaskarjit Sarmah

1,914 already enrolled

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Guided Project

Learn, practice, and apply job-ready skills with expert guidance

Intermediate level
Some related experience required
2 hours
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

Details to know

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Guided Project

Learn, practice, and apply job-ready skills with expert guidance

Intermediate level
Some related experience required
2 hours
Learn at your own pace
No downloads or installation required
Only available on desktop
Hands-on learning
4.6

(55 reviews)

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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:

  1. Loading and understanding the dataset

  2. Exploring the dataset

  3. Evaluation metric selection

  4. Creating a baseline model

  5. Resampling techniques for imbalanced datasets

  6. Implementing ROC curve

  7. Adjusting probability threshold

6 project images

Instructor

Bhaskarjit Sarmah
Coursera Project Network
1 Course1,914 learners

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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.

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4.6

55 reviews

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