Entries by tag: paper-summary

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Paper Summary: ULMFIT: Universal Language Model Fine-tuning for Text Classification  22 Jul 2020    paper-summary natural-language-processing embeddings
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: Hidden Technical Debt in Machine Learning Systems  23 Mar 2020    paper-summary machine-learning-engineering technical-debt
Summary of the 2015 article "Hidden Technical Debt in Machine Learning Systems" by Sculley et al. Read More ›

Paper Summary: Software Engineering for Machine Learning: A Case Study  25 Jan 2020    paper-summary machine-learning-engineering software-engineering
Summary of the 2019 article "Software Engineering for Machine Learning: A Case Study" by Amershi 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: Failing Loudly: An Empirical Study of Methods for Detecting Dataset Shift  23 Dec 2019    paper-summary machine-learning-engineering
Summary of the 2019 article "Failing Loudly: An Empirical Study of Methods for Detecting Dataset Shift" by Rabanser 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: 150 Successful Machine Learning Models: 6 Lessons Learned at Booking.com  09 Nov 2019    paper-summary machine-learning-engineering
Summary of the 2019 article "150 Successful Machine Learning Models: 6 Lessons Learned at Booking.com" by Bernardi et al. Read More ›

Paper Summary: TextRank: Bringing Order into Texts  16 Sep 2019    paper-summary natural-language-processing
Summary of the 2004 article "TextRank: Bringing Order into Texts" by Mihalcea and Tarau. Read More ›

Paper Summary: Language Models are Unsupervised Multitask Learners  31 Aug 2019    paper-summary language-models
Summary of the 2019 article "Language Models are Unsupervised Multitask Learners" by Radford et al. 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: A New Probabilistic Model for Title Generation  30 Jun 2019    paper-summary
Summary of the 2002 article "A New Probabilistic Model for Title Generation" by Jin and Hauptmann. Read More ›

Paper Summary: Text Summarization Techniques: A Brief Survey  29 Jun 2019    paper-summary surveys
Summary of the 2017 article "Text Summarization Techniques: A Brief Survey" by Allahyari et al. Read More ›

Paper Summary: From Word to Sense Embeddings: A Survey on Vector Representations of Meaning  02 Jun 2019    paper-summary embeddings surveys
Summary of the 2018 article "From Word to Sense Embeddings: A Survey on Vector Representations of Meaning" by Camacho-Collados and Pilehvar. Read More ›

Paper Summary: DTATG: An Automatic Title Generator Based on Dependency Trees  30 May 2019    paper-summary
Summary of the 2017 article "DTATG: An Automatic Title Generator Based on Dependency Trees" by Shao and Wang. Read More ›

Paper Summary: Scaling Distributed Machine Learning with the Parameter Server  25 May 2019    paper-summary machine-learning-engineering distributed-computing
Summary of the 2014 article "Scaling Distributed Machine Learning with the Parameter Server" by Li 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: The Tradeoffs of Large Scale Learning  15 Dec 2018    paper-summary machine-learning
Summary of the 2007 article "The Tradeoffs of Large Scale Learning" by Bottou and Bousquet. Read More ›

Paper Summary: Statistical Modeling: The Two Cultures  02 Nov 2018    paper-summary machine-learning
Summary of the 2001 article "Statistical Modeling: The Two Cultures" by Leo Breiman. Read More ›

Paper Summary: SMOTE: Synthetic Minority Over-sampling Technique  02 Sep 2018    paper-summary
Summary of the 2002 article "SMOTE: Synthetic Minority Over-sampling Technique" by Chawla 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 ›

Paper Summary: The Natural Language Decathlon: Multitask Learning as Question Answering  30 Jun 2018    paper-summary natural-language-processing
Summary of the 2018 article "The Natural Language Decathlon: Multitask Learning as Question Answering" by McCann et al. Read More ›

Paper Summary: A Simple but Tough-to-beat Baseline for Sentence Embeddings  13 May 2018    paper-summary embeddings compositionality natural-language-processing
Summary of the 2017 article "A Simple but Tough-to-beat Baseline for Sentence Embeddings" by Arora et al. Read More ›

Paper Summary: Context is Everything: Finding Meaning Statistically in Semantic Spaces  01 May 2018    paper-summary compositionality embeddings natural-language-processing
Summary of the 2018 article "Context is Everything: Finding Meaning Statistically in Semantic Spaces" by Zelikman, where the author introduces CoSal weighting for bag-of-words vectors. Read More ›

Paper Summary: Distributed Representations of Sentences and Documents  29 Nov 2017    paper-summary
Summary of the 2014 article "Distributed Representations of Sentences and Documents" by Le and Mikolov. Read More ›

Paper Summary: Multi-instance multi-label learning for automatic tag recommendation  05 Nov 2017    paper-summary multi-label tags
Summary of the 2009 article "Multi-instance multi-label learning for automatic tag recommendation" by Shen et al. Read More ›

Paper Summary: WSABIE: Scaling Up To Large Vocabulary Image Annotation  05 Oct 2017    paper-summary embeddings tags
Summary of the 2011 article "WSABIE: Scaling Up To Large Vocabulary Image Annotation" by Weston et al. Read More ›

Paper Summary: Recursive Neural Language Architecture for Tag Prediction  05 Oct 2017    paper-summary tags neural-nets embeddings
Summary of the 2016 article "Recursive Neural Language Architecture for Tag Prediction" by Kataria. Read More ›

Paper Summary: Translating Embeddings for Modeling Multi-relational Data  01 Oct 2017    embeddings structure paper-summary neural-networks
Summary of the 2013 article "Translating Embeddings for Modeling Multi-relational Data" by Bordes et al. Read More ›