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1. Unlocking Concept Measurement

   This article explores the use of word2vec and GloVe algorithms for concept analysis within text corpora. It discusses the history of word2vec, its ability to perform semantic arithmetic, and compares it with the GloVe algorithm.

   2024-08-02 Tags: embeddings, word2vec, glove, concept measurement, text analysis, semantic embeddings, natural language processing by klotz
2. Diving into Word Embeddings with EDA

   Exploratory data analysis (EDA) is a powerful technique to understand the structure of word embeddings, the basis of large language models. In this article, we'll apply EDA to GloVe word embeddings and find some interesting insights.

   2024-07-12 Tags: word, embeddings, eda, glove, pca, dimensionality reduction, nlp, text, python by klotz
3. Word and Sentence Embeddings

   - Embeddings transform words and sentences into sequences of numbers for computers to understand language.
   - This technology powers tools like Siri, Alexa, Google Translate, and generative AI systems like ChatGPT, Bard, and DALL-E.
   - In the early days, embeddings were crafted by hand, which was time-consuming and couldn't adapt to language nuances easily.
   - The 3D hand-crafted embedding app provides an interactive experience to understand this concept.
   - The star visualization method offers an intuitive way to understand word embeddings.
   - Machine learning models like Word2Vec and GloVe revolutionized the generation of word embeddings from large text datasets.
   - Universal Sentence Encoder (USE) extends the concept of word embeddings to entire sentences.
   - TensorFlow Projector is an advanced tool to interactively explore high-dimensional data like word and sentence embeddings.

   2024-02-02 Tags: embedding, llm, ken kahn, nlp, ml, word2vec, glove, universal sentence encoder by klotz
4. Text Summarization with GloVe Embeddings.. - Towards Data Science

   2020-05-11 Tags: glove, word embedding, summarization, nlp, text understanding by klotz
5. NLP: Building a Text Summariser Using Global Vectors

   2020-04-07 Tags: nlp, summarization, glove, embedding by klotz
6. “GeoVec: word embeddings for geosciences”

   2019-08-21 Tags: geovec, glove, word embedding, corpus, geology by klotz
7. Data Augmentation in NLP – Towards Data Science

   2019-04-13 Tags: word embedding, fasttext, glove, word2vec, augmentation by klotz
8. Using pre-trained word embeddings in a Keras model

   2019-02-19 Tags: keras, embedding, pre-trained, word embedding, glove by klotz
9. python 3.x - How to save and load Glove models? - Stack Overflow

   from gensim.scripts.glove2word2vec import glove2word2vec
   glove2word2vec(glove_input_file=file, word2vec_output_file="gensim_glove_vectors.txt")
   from gensim.models.keyedvectors import KeyedVectors
   model = KeyedVectors.load_word2vec_format("gensim_glove_vectors.txt", binary=False)

   2019-02-11 Tags: gensim, glove, word2vec, python, tutorial by klotz
10. The Current Best of Universal Word Embeddings and Sentence Embeddings

    2019-02-11 Tags: glove, word embedding, word2vec, medium, elmo by klotz

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