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Building Vector-Symbolic Architectures with Python
--client
pyohio
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pyohio_2024
--room calypso_24 15467 --force
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Marks
Author(s):
Fabio Cumbo
Location
Calypso
Date
jul Sun 28
Days Raw Files
Start
14:00
First Raw Start
13:39
Duration
00:30:00
Offset
0:20:44
End
14:30
Last Raw End
14:39
Chapters
00:00
0:00:14
0:08:43
Total cuts_time
26 min.
https://www.pyohio.org/2024/program/talks/building-vector-symbolic-architectures-with-python
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Vector\-Symbolic Architectures (a.k.a. Hyperdimensional Computing) is a relatively new computational paradigm that involves the use of random vectors in a high\-dimensional space to represent and process information. As a computational paradigm, it finds applications in a wide range of fields, including artificial intelligence, natural language processing, internet\-of\-things, robotics, bioinformatics, and other scientific domains. Here we are going to introduce some fundamental concepts at the base of Hyperdimensional Computing, following a presentation of *hdlib*, a library for building Vector\-Symbolic Architectures with Python. Finally, we are going to see how to easily build a machine learning model based on the Hyperdimensional Computing paradigm as a practical use case. As a reference, *hdlib* is open\-source, it is available on GitHub at [https://github.com/cumbof/hdlib](https://github.com/cumbof/hdlib), and it is published on the Journal of Open Source Software at [[https://doi.org/10\.21105/joss.05704](https://doi.org/10.21105/joss.05704)](https://doi.org/10.21105/joss.05704).
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production notes
2024-07-28/13_39_16.ts
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