Data Preprocessing Steps for Machine Learning & Data analytics

#Pandas #DataPreProcessing #MachineLearning #DataAnalytics #DataScience

Data Preprocessing is an important factor in deciding the accuracy of your Machine Learning model.

In this tutorial, we learn why Feature Selection , Feature Extraction, Dimentionality Reduction are important. We also learn about the famous methods which can be used for the purpose.

Data Preprocessing is a very important step in Data Analytics which is ignored by many. To make your models accurate you have to ensure proper preprocessing as the Machine Learning model is highly dependent on data.

For all Ipython notebooks, used in this series : https://github.com/shreyans29/thesemicolon
Facebook : https://www.facebook.com/thesemicolon.code

Support us on Patreon : https://www.patreon.com/thesemicolon

Check out the machine learning, deep learning and developer products

Data Science book Recommendations :

US :
Python Reinforcement Learning : https://amzn.to/30MSlIU
Machine Learning : https://amzn.to/30OuRmw
Deep Learning Essentials : https://amzn.to/336opJ9
Deep Learning : https://amzn.to/2OoSY8J
Pattern Recognition : https://amzn.to/2MgUveD

India :
Pattern Recognition : https://amzn.to/2ViNWfJ
Deep Learning : https://amzn.to/2Vp3UVC
Reinforcement Learning : https://amzn.to/2LQz0SY
Python Deep Learning : https://amzn.to/2LQvXKj
Machine Learning : https://amzn.to/2Ml6NSX
Laptop Recommendations for Data Science :

US:
Asus : https://amzn.to/338roku
MSI : https://amzn.to/2OvdDIB
Lenovo : https://amzn.to/2OmpzMr

India:
Dell : https://amzn.to/2OnFeet
Asus : https://amzn.to/2LPQqyZ
Lenovo : https://amzn.to/2AS7XQx
Computer Science book Recommendations :

US:
Algorithms and Datastructures : https://amzn.to/3555P69
C programming : https://amzn.to/2nnuYrJ
Networking : https://amzn.to/2ItnOcN
Operating Systems : https://amzn.to/2LOjXsI
Database Systems : https://amzn.to/32ZqczM

India :
Computer Systems Architecture : https://amzn.to/336IxuM
Database Systems : https://amzn.to/2nntKN9
Operating Systems : https://amzn.to/2Vj1tUr
Networking : https://amzn.to/2IrnpHL
Algorithms and Datastructures : https://amzn.to/358jA3S
C programming : https://amzn.to/2oXKXNm
Book Recommendations for Developers :

US:
Design Patterns : https://amzn.to/2Mo0M8q
Refactoring : https://amzn.to/2AItLhJ
Enterprise Application Architecture : https://amzn.to/2VgoA21
Pragmatic Programmer : https://amzn.to/2IslX89
Clean Code : https://amzn.to/2ImBKVV
Clean Coder : https://amzn.to/33845Y0
Code Complete : https://amzn.to/2OnX696
Mythical Man month : https://amzn.to/2LTGOTX

India:
Design Patterns : https://amzn.to/2VhrPWH
Refactoring : https://amzn.to/2MmT8uG
Enterprise Application Architecture : https://amzn.to/31Q6J4t
Pragmatic Programmer : https://amzn.to/2p1fTwb
Clean Code : https://amzn.to/2LPmcvL
Code Complete : https://amzn.to/2LNUU9g
Mythical Man month : https://amzn.to/31QjFXL
Developer Laptop Recommendations :

US:
Microsoft Surface : https://amzn.to/2nknEgk
Lenovo Thinkpad : https://amzn.to/356RNRj
Macbook Pro : https://amzn.to/2oZDzRy
Dell XPS : https://amzn.to/338tkcK

India :
Lenovo Think Pad : https://amzn.to/30Ryet4
Microsoft Surface : https://amzn.to/2VjyD6w
Dell XPS : https://amzn.to/35d6nGU
Macbook Pro : https://amzn.to/33887PW

Видео Data Preprocessing Steps for Machine Learning & Data analytics канала The Semicolon