PyDataPune / Talks

Official repo for proposals
14 stars 3 forks source link

Mathematical Framework of Bias-Variance Trade-off and Backpropagation #53

Closed vaibhawvipul closed 4 months ago

vaibhawvipul commented 4 years ago

Usually we see Bias-Variance trade off as a concept which we memorise. However the beauty of Bias-Variance is profound once we see how beautifully it appears in the equations of the loss functions. In this talk we will be seeing the mathematical occurrence of bias-variance tradeoff in ML.

The second part of the talk will lay a mathematical framework of Back-Propagation. This talk will be based on Yann LeCunn's paper. Link to the paper