What is Bias Variance Tradeoff in Machine Learning? | Data Science Interview question 1

What is Bias variance tradeoff in machine learning and how does it impact the model performance? 🧠 Are you a data science enthusiast or preparing for interviews? Watch and learn how to strike the right balance between bias and variance to build models that generalize effectively. In this video, we demystify the "Bias Variance Tradeoff" concept in Machine Learning. Understanding this fundamental concept is key to improving your model performance and acing data science interviews. Subscribe to my channel at: https://bit.ly/2Xgqx3n Follow me on LinkedIn: https://www.linkedin.com/in/roshan-cyriac-mathew/ Stay updated on my Instagram page: https://www.instagram.com/theaianddschannel/ 🔍 Timestamps: 00:00 - Introduction 00:42 – The interview question 01:07 – Understanding bias in machine learning. 01:27 – Understanding variance in machine learning. 01:45 – Graphical explanation of bias variance tradeoff 02:40 – Navigating the issue of bias variance tradeoff. 03:23 - Conclusion 📚 Key Topics Covered: - What is Bias in Machine Learning? - What is Variance in Machine Learning? - Graphical representation of the Bias Variance TradeOff. - How bias and variance impact model performance. - Practical tips to navigate the trade-off. 🔗 Link to data science interview questions playlist: https://www.youtube.com/playlist?list=PLNohRKRAHasyF_u5K_Cbjqf5PCr3x3MKE 👍 If you found this video helpful, please give it a thumbs up, subscribe to the channel for more data science insights, and hit the notification bell to stay updated on our latest content. Many thanks for considering my request! - Roshan Cyriac Mathew #MachineLearning #DataScience #BiasVarianceTradeOff #ModelPerformance #DataScienceInterviews #Regularization #SubscribeNow