The performance of a machine learning model can be characterized in terms of the bias and the variance of the…

Continue Reading# variance

## Bias and Variance in Machine Learning – A Fantastic Guide for Beginners!

OverviewLearn to interpret Bias and Variance in a given model. What is the difference between Bias and Variance?How to achieve…

Continue Reading## Understanding PCA

Remember that component 1 is the principal component with the highest variance (since highest variance equates to highest potential signal).…

Continue Reading## Bias and variance in linear models

Bias and variance in linear modelsA look at the bias and variance tradeoff for linear modelsNischal MBlockedUnblockFollowFollowingJun 24I am sure everyone has…

Continue Reading## The Bias-Variance trade-off : Explanation and Demo

The Bias-Variance trade-off : Explanation and DemoAditya PrasadBlockedUnblockFollowFollowingApr 5The Bias-Variance trade-off is a basic yet important concept in the field of data…

Continue Reading## Bias-Variance Tradeoff to Avoid under/over-fitting

Bias-Variance Tradeoff to Avoid under/over-fittingA fundamental concept to understand your model’s performance. MaherBlockedUnblockFollowFollowingApr 3The irreducible errorI think most of us…

Continue Reading## Understanding Variance and Covariance

Consider I have three weights that are exactly the same and I want to balance them. for that, I need…

Continue Reading## Why Sample Variance is Divided by n-1

Why Sample Variance is Divided by n-1Explaining high school statistics that your teachers didn’t teachEden AuBlockedUnblockFollowFollowingFeb 20Photo by Tim Bennett on UnsplashIf you…

Continue Reading## Principal Component Analysis (PCA) 101, using R

PCA can reduce dimensionality but it wont reduce the number of features / variables in your data. What this means…

Continue Reading## Trade-offs: How to aim for the sweet spot.

Low Bias and high variance overfits data as the model pays way too much attention towards training data & doesn't…

Continue Reading## Using Analysis of Variance with Digital Experimentation Data

Given that Optimizely’s stats engine uses a sequential approach to AB testing to compare the means of two or more…

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