The Data Augmentation Methods

Explore essential data augmentation methods for BERT variants such as DistilBERT and TinyBERT. Understand how masking, parts of speech guided word replacement, and n-gram sampling create synthetic sentences to improve model training and performance for NLP tasks. This lesson also covers augmenting sentence pairs to expand training data effectively.