Normalization Vs. Standardization (Feature Scaling in Machine Learning)

In this video, we will cover the difference between normalization and standardization. Feature Scaling is an important step to take prior to training of machine learning models to ensure that features are within the same scale. Normalization is conducted to make feature values range from 0 to 1. Standardization is conducted to transform the data to have a mean of zero and standard deviation of 1. Standardization is also known as Z-score normalization in which properties will have the behavior of a standard normal distribution. Check top-rated Udemy courses below: 10 days of No Code AI Bootcamp https://www.udemy.com/course/10-code-less-days-of-artificial-intelligence/?referralCode=91537BF0BEE11D8CAD80 Modern Artificial Intelligence with Zero Coding https://www.udemy.com/course/modern-artificial-intelligence-with-zero-coding/?referralCode=62EE759C06EF0BAF699A Python & Machine Learning for Financial Analysis https://www.udemy.com/course/ml-and-python-in-finance-real-cases-and-practical-solutions/?referralCode=4B6502E065821E886C6E Modern Artificial Intelligence Masterclass: Build 6 Projects https://www.udemy.com/course/modern-artificial-intelligence-applications/?referralCode=3A1C79099D9CCB1D482B AWS SageMaker Practical for Beginners | Build 6 Projects https://www.udemy.com/course/practical-aws-sagemaker-6-real-world-case-studies/?referralCode=36D5AA54496B682D0D65 Data Science for Business | 6 Real-world Case Studies https://www.udemy.com/course/data-science-for-business-6-real-world-case-studies/?referralCode=028F68A46A519870807B AWS Machine Learning Certification Exam | Complete Guide https://www.udemy.com/course/amazon-web-services-machine-learning/?referralCode=07A0615400D9D1766930 TensorFlow 2.0 Practical https://www.udemy.com/course/tensorflow-2-practical/?referralCode=2009364111D673CAB7D6 TensorFlow 2.0 Practical Advanced https://www.udemy.com/course/tensorflow-2-practical-advanced/?referralCode=57D1520CB407568F7E81 Machine Learning Regression Masterclass in Python https://www.udemy.com/course/machine-learning-regression-masterclass-in-python/?referralCode=C473449E55009C3C19AD Machine Learning Practical Workout | 8 Real-World Projects https://www.udemy.com/course/deep-learning-machine-learning-practical/?referralCode=E4F2FD5068F398EE7CC9 Machine Learning Classification Bootcamp in Python https://www.udemy.com/course/machine-learning-classification/?referralCode=492B6665E11EFD36F87D MATLAB/SIMULINK Bible|Go From Zero to Hero! https://www.udemy.com/course/matlabsimulink-biblego-from-zero-to-hero/?referralCode=14304D32D81878AD4F8E Python 3 Programming: Beginner to Pro Masterclass https://www.udemy.com/course/python-3-beginner-to-pro/?referralCode=D3E22C545F5EF7052629 Autonomous Cars: Deep Learning and Computer Vision in Python https://www.udemy.com/course/autonomous-cars-deep-learning-and-computer-vision-in-python/?referralCode=ABD5D1368BBD00D65226 Control Systems Made Simple | Beginner's Guide https://www.udemy.com/course/control-systems-made-simple-modeling-simulation-control/?referralCode=A5F01F4E703DEC03B3A1 Artificial Intelligence in Arabicالذكاء الصناعي مبتدئ لمحترف https://www.udemy.com/course/artificial-intelligence-in-arabic/?referralCode=72FD85D08ADCBA46E903 The Complete MATLAB Computer Programming Bootcamp https://www.udemy.com/course/the-complete-computer-programming-boot-camp/?referralCode=4B2A7BFAF95EFC4ABD32 Thanks and see you in future videos! #featurescaling #normalization