Beyond word2vec: GloVe, fastText, StarSpace - Konstantinos Perifanos
PyData London 2018
Word embeddings is a very convenient and efficient way to extract semantic information from large collections of textual or textual-like data. We will be presenting an exploration and comparison of the performance of "traditional" embeddings techniques like word2vec and GloVe as well as fastText and StarSpace in NLP related problems such as metaphor and sarcasm detection
---
www.pydata.org
PyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.
PyData conferences aim to be accessible and community-driven, with novice to advanced level presentations. PyData tutorials and talks bring attendees the latest project features along with cutting-edge use cases.
Видео Beyond word2vec: GloVe, fastText, StarSpace - Konstantinos Perifanos канала PyData
Word embeddings is a very convenient and efficient way to extract semantic information from large collections of textual or textual-like data. We will be presenting an exploration and comparison of the performance of "traditional" embeddings techniques like word2vec and GloVe as well as fastText and StarSpace in NLP related problems such as metaphor and sarcasm detection
---
www.pydata.org
PyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.
PyData conferences aim to be accessible and community-driven, with novice to advanced level presentations. PyData tutorials and talks bring attendees the latest project features along with cutting-edge use cases.
Видео Beyond word2vec: GloVe, fastText, StarSpace - Konstantinos Perifanos канала PyData
Показать
Комментарии отсутствуют
Информация о видео
Другие видео канала
Robert Meyer - Analysing user comments with Doc2Vec and Machine Learning classificationUnderstanding Word2VecWord EmbeddingsLev Konstantinovskiy - Next generation of word embeddings in GensimBERT v/s Word2Vec Simplest ExampleFastText Tutorial - How to Classify Text with FastTextLecture 3 | GloVe: Global Vectors for Word RepresentationNLP Meetup #2 - fastText (by Piotr Bojanowski)Lev Konstantinovskiy - Text similiarity with the next generation of word embeddings in GensimUnderstanding Blues Guitar - Part I of IV Knowledge Is Power! Communicate - Not Copy.Rasa Algorithm Whiteboard - Subword Embeddings and SpellingThe Science Of FlatnessCan one do better than XGBoost? - Mateusz SusikWord Embedding - Natural Language Processing| Deep LearningWord2Vec - Skipgram and CBOWTransformer Neural Networks - EXPLAINED! (Attention is all you need)Vectoring Words (Word Embeddings) - ComputerphileWord2Vec (introduce and tensorflow implementation)PyData Tel Aviv Meetup: Node2vec - Elior Cohen