ankita paunikar
• Female
• Hartford, CT
• United States

# ankita paunikar's Page

## Latest Activity

Jan 12
Jan 11
Jan 8
ankita paunikar posted a blog post

### Intuition behind Bias-Variance trade-off, Lasso and Ridge Regression

Linear regression uses Ordinary Least square method to find the best coefficient estimates. One of the assumptions of Linear regression is that the variables are not correlated with each other. However, when the multicollinearity exists in the dataset (two or more variables are highly correlated with each other) Ordinary Least square method cannot be that effective. In this blog, we will talk about two methods which are slightly better than Ordinary Least Square method – Lasso and Ridge…See More
Jan 4
ankita paunikar's blog post was featured

### Intuition behind Bias-Variance trade-off, Lasso and Ridge Regression

Linear regression uses Ordinary Least square method to find the best coefficient estimates. One of the assumptions of Linear regression is that the variables are not correlated with each other. However, when the multicollinearity exists in the dataset (two or more variables are highly correlated with each other) Ordinary Least square method cannot be that effective. In this blog, we will talk about two methods which are slightly better than Ordinary Least Square method – Lasso and Ridge…See More
Jan 4

## Profile Information

My Web Site Or LinkedIn Profile
Professional Status
Student
Interests:
Finding a new position, Networking, New venture

## Ankita paunikar's Blog

### Intuition behind Bias-Variance trade-off, Lasso and Ridge Regression

Posted on January 4, 2018 at 9:30am

Linear regression uses Ordinary Least square method to find the best coefficient estimates. One of the assumptions of Linear regression is that the variables are not correlated with each other. However, when the multicollinearity exists in the dataset (two or more variables are highly correlated with each other) Ordinary Least square method cannot be that effective. In this blog, we will talk about two methods which are slightly better than Ordinary Least Square method – Lasso and Ridge…

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