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Data Preprocessing 

  • Offered byGreat Learning

Data Preprocessing
 at 
Great Learning 
Overview

Duration

2 hours

Total fee

Free

Mode of learning

Online

Difficulty level

Beginner

Official Website

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Credential

Certificate

Data Preprocessing
 at 
Great Learning 
Highlights

  • Earn a certificate of completion
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Data Preprocessing
 at 
Great Learning 
Course details

What are the course deliverables?
  • Data Preparation
  • Feature Engineering
  • Variable Scaling
  • Variable Transformation
  • Binning the Data
More about this course
  • In this course, we will learn how to pre-process the data, along with univariate and bivariate summary analysis
  • We will also discuss the processes to deal with missing values and understand the variable scaling, variable transformation and how to identify outliers along with the various methods to treat them
  • At last we will learn encoding and preparing the data for training the model for prediction or classification

Data Preprocessing
 at 
Great Learning 
Curriculum

Overview of Data Preprocessing

Basic summaries Univariate

Feature Engineering basics

Variable Scaling

Variable transformation

Missing value treatment

Binning and Lambda function

Correlation checks Bivariate

Outlier identification

Outlier treatment

Let's play more with text data

Data manipulations - Numerical Categorical and Strings

Encoding categorical variables

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Data Preprocessing
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