Bias Variance Tradeoff

Explore the fundamental concept of bias-variance tradeoff in machine learning through this comprehensive 29-minute video tutorial. Gain a clear understanding of bias and variance, their differences, and how they impact model performance. Learn about the crucial balance between bias and variance, and its significance in creating effective machine learning models. Dive into practical examples and hands-on demonstrations to reinforce your understanding of these concepts. Discover how to calculate total error and apply these principles to real-world scenarios. By the end of this tutorial, acquire the knowledge to optimize your machine learning models by effectively managing the bias-variance tradeoff.

- Agenda.
- Introduction.
- Bias and Variance in Machine Learning.
- Difference between Bias and Variance.
- Bias vs Variance.
- Bias Variance Trade-Off.
- Bias and Variance In Machine Learning.
- Total Error.
- Hands-On.
- Summary.