Data Preprocessing
- Offered byGreat Learning
- Private Institute
Data Preprocessing at Great Learning Overview
Data Preprocessing
at Great Learning
Duration | 2 hours |
Total fee | Free |
Mode of learning | Online |
Difficulty level | Beginner |
Official Website | Explore Free Course  |
Credential | Certificate |
Data Preprocessing
Table of content
- Overview
- Highlights
- Course Details
- Curriculum
Data Preprocessing at Great Learning Highlights
Data Preprocessing
at Great Learning
- Earn a certificate of completion
Data Preprocessing at Great Learning Course details
Data Preprocessing
at Great Learning
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
Data Preprocessing
at Great Learning
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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