Coursera Project Network
Machine Learning with PySpark: Customer Churn Analysis
Coursera Project Network

Machine Learning with PySpark: Customer Churn Analysis

Ahmad Varasteh

Instructor: Ahmad Varasteh

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

Recommended experience

2 hours
Learn at your own pace
Hands-on learning
Learn, practice, and apply job-ready skills with expert guidance
Intermediate level

Recommended experience

2 hours
Learn at your own pace
Hands-on learning

What you'll learn

  • Use AI driven solution to solve a business problem

  • Build a machine learning model with PySpark

  • Apply data cleansing activities using PySpark

Details to know

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Add to your LinkedIn profile

Taught in English
No downloads or installation required

Only available on desktop

See how employees at top companies are mastering in-demand skills

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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
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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. Set up the project environment (11 min)

  2. Exploratory Data Analysis Part I - Numerical Columns (10 min)

  3. Exploratory Data Analysis Part II - Categorical Columns (10 min)

  4. Preprocess and clean data (7 min)

  5. Demonstrate your understanding of Data Exploration and Preprocessing (5 min)

  6. Prepare the input data for your model Part I - Numerical Features (6 min)

  7. Prepare the input data for your model Part II - Categorical Features (10 min)

  8. Train your decision tree (9 min)

  9. Evaluate your model (11 min)

  10. Deploy your model (6 min)

  11. Challenge Activity: Employee Attrition Prediction (6 min)

Recommended experience

Basic knowledge of Machine Learning and Decision Trees, Python programming language (basic concepts such as: loops, if statements and lists)

11 project images

Instructor

Ahmad Varasteh
Coursera Project Network
21 Courses59,751 learners

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.

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