Configurations of BERT
Explore the different configurations of BERT, including BERT-base and BERT-large, focusing on their architecture details such as encoder layers, attention heads, and hidden units. Understand smaller variants designed for limited resources and their impact on NLP performance.
We'll cover the following...
We'll cover the following...
Standard configurations of BERT
The researchers of BERT have presented the model in two standard configurations:
BERT-base
BERT-large
Let's take a look at each of these in detail.
BERT-base
BERT-base consists of 12 encoder layers, each stacked one on top of the other. All the encoders use 12 attention heads. The feedforward network in the ...