BERT, Convolutional Neural Networks and Magazine

Unraveling Transformer Optimization: A Hessian-Based Explanation for Adam’s Superiority over SGD

Marktechpost

SEPTEMBER 30, 2024

While the Adam optimizer has become the standard for training Transformers, stochastic gradient descent with momentum (SGD), which is highly effective for convolutional neural networks (CNNs), performs worse on Transformer models. This Magazine/Report will be released in late October/early November 2024.

Neural Network

Neural Network Convolutional Neural Networks BERT Explainability

Major trends in NLP: a review of 20 years of ACL research

NLP People

JULY 24, 2019

Especially pre-trained word embeddings such as Word2Vec, FastText and BERT allow NLP developers to jump to the next level. Neural Networks are the workhorse of Deep Learning (cf. BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding. Neural Network Methods in Natural Language Processing.

NLP

NLP Neural Network Deep Learning Natural Language Processing

Artificial Intelligence Zone

Unraveling Transformer Optimization: A Hessian-Based Explanation for Adam’s Superiority over SGD

Major trends in NLP: a review of 20 years of ACL research

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