What is Bias, Variance and what do you mean by Bias-Variance Tradeoff?

  - Bias is the error due to overly simplistic assumptions in the learning algorithm.

    - Variance is the error due to too much complexity in the learning algorithm.

    - The bias-variance tradeoff involves finding the right level of model complexity to minimize both bias and variance.