Tags: nlp* + machine learning* + word2vec*

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    • 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.
  1. 2022-12-24 Tags: , , , by klotz
  2. 2020-07-19 Tags: , , , , , by klotz

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