Word2vec Alternatives
Similar projects and alternatives to word2vec
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InfluxDB
Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.
NOTE:
The number of mentions on this list indicates mentions on common posts plus user suggested alternatives.
Hence, a higher number means a better word2vec alternative or higher similarity.
word2vec reviews and mentions
Posts with mentions or reviews of word2vec.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2024-03-12.
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Is Cosine-Similarity of Embeddings Really About Similarity?
The original paper included source, and that has their test data and results -- it gets ~77% accuracy on about 20k example word analogies (with 99.7% coverage), and 78% accuracy with phrases with 77% coverage. You can see the test set here:
https://github.com/tmikolov/word2vec/blob/master/questions-w...
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Introduction to K-Means Clustering
It is not necessarily the case.
For example, word2vec uses k-means clustering using cosine similarity measure [1]. It works very, very well. The caveat is not many optimization variations of k-means will work with that "distance".
[1] https://github.com/tmikolov/word2vec/blob/master/word2vec.c#...
Stats
Basic word2vec repo stats
3
1,490
0.0
about 1 year ago
tmikolov/word2vec is an open source project licensed under Apache License 2.0 which is an OSI approved license.
The primary programming language of word2vec is C.
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