Regularization

Overfitting

fig1
Fig1. (Source-Wikipedia)

Regularization

Fig:2(Source-GitHub)

How does regularization work

Fig:3

L1 Regularization

Fig:4

Problems with L1 regularization

L2 Regularization

Fig:5
Fig:5 Blue indicates X² and red indicates mod(X) plots.(source: towards data science )

--

--

--

Love podcasts or audiobooks? Learn on the go with our new app.

Recommended from Medium

How Did We Build Book Recommender Systems in An Hour Part 2 — k Nearest Neighbors and Matrix…

Machine Learning For Investing

Build Knowledge Graph from unstructured corpus using Machine Learning

A.I. Technical: Machine vs Deep Learning

SoftMax Regression

What you have been doing is NOT MACHINE LEARNING.

GitHub and Pre-Trained Models: A Keyhole View

Optimal Resource Utilization for Covid19 using RL

Get the Medium app

A button that says 'Download on the App Store', and if clicked it will lead you to the iOS App store
A button that says 'Get it on, Google Play', and if clicked it will lead you to the Google Play store
Aanishp

Aanishp

More from Medium

In a place sustained by the will of those hiding behind their dark masks, carrying the people on…

Human Behavior

Zebras. The Growth Marathon

Sampling Distributions

Eye contact.