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Robust Regression with Huber Loss - Clearly Explained

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 --------- This is just a sample. For the End-to-End Machine learning Courses go here: https://edu.machinelearningplus.com/s... Join ML+ membership for exclusive Data science content Let me know in the comments section if you have any questions! 🤝 Like, Share, Subscribe for more! Follow us on our social media handles for all updates, events and live sessions- ✅ Instagram:   / machinelearningplus   ✅ LinkedIn:   / machine-learning-plus   ✅ YouTube:    / @machinelearningplus   ✅ Twitter:   / r_programming   ✅ Website: https://www.machinelearningplus.com/ If you enjoyed this video, be sure to throw it a like and make sure to subscribe to not miss any future videos! Thanks for watching! #mlmodeling, #python, #machinelearning, #artificialintelligence, #pandas, #datascience