K2 Alternatives
Similar projects and alternatives to k2
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WorkOS
The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.
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gtn_applications
Discontinued Applications using the GTN library and code to reproduce experiments in "Differentiable Weighted Finite-State Transducers"
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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.
k2 reviews and mentions
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Differentiable Finite State Machines
This uses dense (soft/weighted) transitions from any state to any state, and then some regularization to guide it to more sparse solutions.
In practice, the number of states can be huge (thousands, maybe millions), so representing this as a dense matrix (a 1Mx1M matrix is way too big) is not going to work. It must be sparse, and in practice (all FST you usually deal with) it is. So it's very much a waste to represent it as a dense matrix.
That's why there are many specialized libraries to deal with FSTs. Also in combination with deep learning tools. See e.g. K2 (https://github.com/k2-fsa/k2).
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What are some good speech recognition papers I can implement?
k2
Stats
k2-fsa/k2 is an open source project licensed under Apache License 2.0 which is an OSI approved license.
The primary programming language of k2 is Cuda.
