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vowpal_wabbit
Vowpal Wabbit is a machine learning system which pushes the frontier of machine learning with techniques such as online, hashing, allreduce, reductions, learning2search, active, and interactive learning. (by HollowMan6)
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vowpal_wabbit reviews and mentions
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Microsoft Reinforcement Learning Open Source Fest 2022 – Native CSV Parser
My project here at the Reinforcement Learning Open Source Fest 2022 is to add the native CSV parsing feature for the Vowpal Wabbit.
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Predicting numerical values to a very high accuracy
If you only have 198 possible values then extreme multiclass models might benefit here with better precision and faster convergence. For example probabilistic label trees might have some relevance. Vowpal Wabbit also has specific reductions for extreme multi class problems. Might be worth a try if other alternatives still don't work out.
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Performance comparison: counting words in Python, Go, C++, C, AWK, Forth, and Rust
You're likely correct, but I do recall attending a lecture by John Langford of https://vowpalwabbit.org/ running some form of an N-gram C++ based NLP model, including summary statistics on performance, in less time than wc -l took on the same data. Must have some neat hashing tricks, but still was cool
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A note from our sponsor - Sonar
www.sonarsource.com | 4 Feb 2023
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VowpalWabbit/vowpal_wabbit is an open source project licensed under GNU General Public License v3.0 or later which is an OSI approved license.