Linear regression doesn't perform when you have outliers in data. Let's understand clearly why this is so and how Robust regression overcomes this problem mathematically.
Let's understand it step by step.
0:00 Introduction to Robust Regression
0:33 How outliers impact the line of best fit - example
3:35 Huber Loss Formula
5:00 How Huber Loss solves the outlier problem
6:30 Hyper parameter for Robust Regression
7:11 Robust Regression in Scikit-Learn
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This is just a sample. For the End-to-End Machine learning Courses go here:
edu.machinelearningplus.com/s...
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