Big Mart Sales Prediction Using R

  • IntermediateLevel

  • 0 hrs 30 minsDuration

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About this Course

  • This course is aimed for people getting started into Data Science and Machine Learning while solving the Big Mart Sales Prediction problem.
  • In this course you will be working on the Big Mart Sales Prediction Challenge. The course will equip you with the skills and techniques required to solve regression problems in R.
  • You will be provided with sufficient theory and practice material to hone your predictive modeling skills.

Learning Outcomes

Regression in R

Master regression techniques using R for sales prediction.

Sales Prediction

Apply data science skills to a real-life sales prediction problem.

Predictive Modeling

Build and evaluate regression models in R with evaluation metrics.

Who Should Enroll

  • People starting in Data Science and Machine Learning and doesn't have any prior experience.
  • Individuals looking to master regression techniques in R, Use R to solve Big Mart Sales Predifor real-world data.
  • Professionals aiming to solve real-world sales prediction problems using R with proper syntax and modeling techniques.

Course Curriculum

Master regression techniques in R by solving real-world sales prediction problems, building accurate models, and analyzing results.

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  1. 1. Overview of the Course

  2. 2. Table of Contents

  3. 3. Problem Statement

  4. 4. Hypothesis Generation

  5. 5. Loading Packages & Data

  6. 6. Understanding the Data

  7. 7. Univariate Analysis

  8. 8. Bivariate Analysis

  9. 9. Missing Value Treatment

  10. 10. Feature Engineering

  11. 11. Encoding Categorical Variables

  12. 12. Preprocessing Data

  13. 13. Model Building

  14. 14. Linear Regression

  15. 15. Regularized Linear Regression

  16. 16. Random Forest

  17. 17. XGBoost Algorithm

  18. 18. Summary of the Course

Meet the instructor

Our instructor and mentors carry years of experience in data industry

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Kunal Jain

CEO, Analytics Vidhya

Kunal has 15+ years of experience in the field of Data Science and is the founder and CEO of Analytics Vidhya- the world's 2nd largest Data Science community.

Get this Course Now

With this course you’ll get

  • 30 hour

    Duration

  • Kunal Jain

    Instructor

  • Beginner

    Level

Certificate of completion

Earn a professional certificate upon course completion

  • Globally recognized certificate
  • Verifiable online credential
  • Enhances professional credibility

Frequently Asked Questions

Looking for answers to other questions?

This course is for people getting started in Data Science and Machine Learning, and those who want to solve regression problems using R.

You will need R and RStudio installed. Specific setup instructions will be provided in the course.

As this is a free course, there is no refund policy.

Yes, it is recommended to follow the modules in the given order for a better understanding.

Yes, you will receive a certificate upon successful completion of the course.

This course is offered for free.

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