Entries by tag: structured-learning

Including child/synonym tags

Paper Summary: Long Short-Term Memory-Networks for Machine Reading  25 Dec 2022    paper-summary attention sequence-learning

Summary of the 2016 article "Long Short-Term Memory-Networks for Machine Reading" by Cheng et al. AKA the "Self-attention" article Read More ›

Project Review: Generating Article Titles from Keywords  31 Mar 2021    project-review sequence-learning generative-models

Another project summary, this time for a client who needed an API-accessible ML system to generate text to be used as article titles, given a keyword as input. Read More ›

Paper Summary: Improving Language Understanding by Generative Pre-Training  11 Sep 2020    paper-summary natural-language-processing sequence-learning transformer-architecture

Summary of the 2018 article "Improving Language Understanding by Generative Pre-Training" by Radford et al. Read More ›

Paper Summary: ULMFIT: Universal Language Model Fine-tuning for Text Classification  22 Jul 2020    paper-summary natural-language-processing embeddings sequence-learning

Summary of the 2018 article "ULMFIT: Universal Language Model Fine-tuning for Text Classification" by Howard and Ruder. Read More ›

Paper Summary: Attention is All you Need  27 Jun 2020    paper-summary sequence-learning attention transformer-architecture

Summary of the 2017 article "Attention is All you Need" by Vaswani et al. Read More ›

Paper Summary: Neural Machine Translation by Jointly Learning to Align and Translate  11 Jan 2020    paper-summary attention sequence-learning machine-translation

Summary of the 2014 article "Neural Machine Translation by Jointly Learning to Align and Translate" by Bahdanau et al. Read More ›

Paper Summary: Long Short-Term Memory  16 Nov 2019    paper-summary neural-networks sequence-learning

Summary of the 1997 article "Long Short-Term Memory" by Hochreiter and Schmidhuber. Read More ›

Paper Summary: Sequence to Sequence Learning with Neural Networks  14 Jul 2019    paper-summary sequence-learning

Summary of the 2014 article "Sequence to Sequence Learning with Neural Networks" by Sutskever et al. Read More ›

Paper Summary: Large Margin Methods for Structured and Interdependent Output Variables  24 Jan 2019    paper-summary multi-label-learning structured-learning

Summary of the 2005 article "Large Margin Methods for Structured and Interdependent Output Variables" by Tsochantaridis et al. Read More ›

Paper Summary: Multi-Label Classification on Tree- and DAG-Structured Hierarchies  02 Jul 2018    paper-summary multi-label structured-learning hierarchical-learning natural-language-processing

Summary of the 2011 article "Multi-Label Classification on Tree- and DAG-Structured Hierarchies" by Bi and Kwok. Read More ›