Archives for pre-trained
How Domain-Specific Pre-Training Can Outstrip General Language Models In Biomedical NLP Tasks
While it has been established that pre-training large natural language models like Google’s BERT or XLNet, can bring immense advantages in NLP tasks, these are usually trained on a general collection of texts like websites, documents, books and news. On the other hand, experts believe that pre-training models on domain-specific knowledge can provide substantial gains…
The post How Domain-Specific Pre-Training Can Outstrip General Language Models In Biomedical NLP Tasks appeared first on Analytics India Magazine.
Practical applications of natural language processing have completely been revolutionised with the advent of pre-trained models. Not only has it democratised the development of ML applications allowing amateurs to build applications but also help experts to achieve better results without training a model from scratch. Pre-trained models have also proved to be a beneficial source…
The post Top 8 Pre-Trained NLP Models Developers Must Know appeared first on Analytics India Magazine.
Pre-trained models have single-handedly changed the course of machine learning. They have redefined what we called ‘democratisation’ today. Any amateur developer can build a myriad of ML applications with very little knowledge of writing a neural network from scratch. However, there has been an increase in the usage of pre-trained models for many real-world scenarios.…
The post A Curious Case Of Weight Poisoning In Pre-trained Models appeared first on Analytics India Magazine.