Start learning 50% faster. Sign in now
Standardization is a data transformation technique that resizes the distribution of values to have a mean of 0 and a standard deviation of 1. This approach is beneficial when data has different units or ranges, as it aligns them for fair comparison and analysis. Standardization is commonly used in machine learning algorithms that rely on Gaussian distributions, helping improve model performance by normalizing feature scales. Option A is incorrect as scaling data to a range between 0 and 1 is normalization, not standardization. Option B is incorrect because converting categorical to numerical data is encoding, a separate transformation technique. Option D is incorrect as removing outliers is part of data cleaning, not standardization. Option E is incorrect because standardization does not involve data partitioning for training and testing.
Select the option that is related to the fifth term in the same way as the second term is related to the first term and fourth term is related to the th...
Which of the following state in located The Lakhwar dam ?
As per the Performance Grading Index for Districts (PGI-D), which is the highest achievable grade?
Which of the following districts of Uttarakhand has the highest apple production?
Which chemical element with atomic number 35 has a dark reddish-brown liquid with a burning pungent odour?
The World’s largest/biggest airport King Fahd International Airport is situated in which of these countries?
Which of the following has/have been added by the 92nd Amendment Act of 2003 as Scheduled Languages in the 8th Schedule of the Constitution of India? <...
Which one of the following recommended that the public health expenditure of the Union and State Governments together should be increased in a progressi...
NABARD has launched an agroecology-based programme named ‘JIVA programme’. The objective of the programme is to promote ______________.
Who can make recommendations regarding the division of the net proceeds of taxes between the Union and the states?