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Data Cleaning Full Course for Data Science, Data Analysis, Machine Learning [FREE] - 2024 Edition

Name: Data Cleaning Full Course for Data Science, Data Analysis, Machine Learning [FREE] - 2024 Edition
Uploaded: 2024-02-19T13:53:26+00:00
Duration: 3 h 29 min 35 s

WsCube Tech

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Timestamps:

00:00:00 Data Cleaning Course Introduction

00:02:11 What is Data Cleaning & How to use it?

00:08:59 What is a missing value & How to find it?

00:29:34 How to Handling Missing Values (Dropping)

00:39:32 How to Handling Missing Values (Imputing Category Data)

00:51:07 How to Handling Missing Values (Scikit-Learn)

00:58:24 What are One Hot Encoding & Dummy Variables?

01:13:27 What is Label Encoding?

01:21:59 What is Ordinal Encoding?

01:35:46 What is an Outlier and How to Handle It?

01:48:26 How to Remove Outliers using IQR?

02:01:03 How to Remove Outliers using Z Score?

02:20:02 What is Feature Scaling (Standardization)?

02:40:16 What is Feature Scaling (Normalization)?

02:50:50 How to Handle Duplicate Data?

03:02:22 How to Replace and Change Data Types?

03:11:12 Function Transformer

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--------------------------------------| Thanks |---------------------------

#datacleaning #datacleanup #dataanalyst #datascience