Cs568 Deep Learning Regularization Part 2 Spring 2020

Summary

Early Stopping Data Augmentation Label Smoothing Dropout ... Capabilities of polynomials Restriction of coefficients reduces representational power Everything is noisy Overfitting and ... Batchnorm at testing time. Is Batchnorm legit? faculty.pucit.edu.pk/nazarkhan/teaching/ Batch Normalization faculty.pucit.edu.pk/nazarkhan/teaching/ Primer on ML 00:00:00 Powers of polynomials 00:04:50 Everything is noisy 00:05:05 Overfitting vs. Generalization Ridge Regression is a neat little way to ensure you don't overfit your training data - essentially, you are desensitizing your model ... Book I'm using - neuralnetworksanddeeplearning.com/index.html. A better decoder Beam search faculty.pucit.edu.pk/nazarkhan/teaching/ Undergraduate, Computer Science and Engineering, 8th Semester Course "Neural Network and Slides available at: cs.ox.ac.uk/people/nando.defreitas/machinelearning/ Course taught in 2015 at the University of ...