PinnedTim SchopfinTowards Data ScienceA Taxonomy of Natural Language ProcessingAn overview of different fields of study and recent developments in NLP11 min read·Sep 23, 2023--2--2
PinnedTim SchopfinTowards Data ScienceUnsupervised Text Classification with Lbl2VecAn introduction to embedding-based classification of unlabeled text documents7 min read·Dec 23, 2021--6--6
Tim SchopfinTowards Data ScienceA Decade of Knowledge Graphs in Natural Language ProcessingAn overview of the research landscape combining structured and unstructured knowledge in NLP8 min read·Mar 14, 2023--1--1
Tim SchopfinTowards Data ScienceZero-Shot vs. Similarity-Based Text ClassificationAn evaluation of unsupervised text classification approaches9 min read·Jan 5, 2023----
Tim SchopfinTowards Data ScienceUnsupervised Keyphrase Extraction with PatternRankUsing pretrained transformer language models and part of speech for state-of-the-art keyphrase extraction6 min read·Oct 19, 2022--3--3
Tim SchopfinTowards Data ScienceParallel Inference of HuggingFace 🤗 Transformers on CPUsAn introduction to multiprocessing predictions of large machine learning and deep learning models6 min read·Feb 21, 2022--4--4
Tim SchopfinTowards Data ScienceKeyphrase Extraction with BERT Transformers and Noun PhrasesUsing noun phrase preprocessing to enhance BERT-based keyword extraction8 min read·Feb 7, 2022--2--2