Deep Learning 2.0: Extending the Power of Deep Learning to the Meta-Level Author: Frank Hutter https://www.automl.org/author/fhutter/ Deep learning has been able to revolutionize learning from raw data (images, text, speech, etc.) by replacing handcrafted features from specific domains with features learned jointly for the specific task at hand. In this blog post, I propose to … Read more
Delivering NLP technical insights to you every day! Author | SinGaln Source | PaperWeekly This is an article from ACL 2022. The overall idea is to use a dual-tower BERT model to encode text tokens and their corresponding labels separately based on meta-learning, and then perform classification on the output obtained from the dot product … Read more
Delivering NLP technology insights to you every day! Source: Alchemy Notes Author: SinGaln This is a paper from ACL 2022. The overall idea is to use a dual tower BERT model based on meta-learning to encode text tokens and their corresponding labels separately, and then perform a classification task using the output obtained from their … Read more
1 Introduction to Algorithms Meta-learning, also known as “learning how to learn,” is an exciting and highly promising research direction in the field of machine learning. Traditional machine learning algorithms typically require a large amount of data to train models, and when the data distribution changes or a new task is encountered, the model often … Read more
Originally published by Data Practitioners The process of neural networks includes the updating of its weight matrix (Weight Matrix: WM). Once the network training is complete, the weight matrix will be permanently fixed, and its effectiveness is evaluated based on the network’s generalization results on the test data. However, many environments continue to evolve after … Read more
Author: Sebastian Ruder, Translated by QbitAI 2018 was a significant year for the field of NLP. The most notable was BERT, which swept various NLP tests and was hailed as the beginning of a new era in NLP. But in 2018, there was more than just BERT. Recently, Irish NLP researcher Sebastian Ruder wrote an … Read more