dataframe-go
spaGO
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| dataframe-go | spaGO | |
|---|---|---|
| 3 | 11 | |
| 1,112 | 1,693 | |
| 2.6% | - | |
| 0.0 | 0.0 | |
| about 2 years ago | 3 months ago | |
| Go | Go | |
| GNU General Public License v3.0 or later | BSD 2-clause "Simplified" License |
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dataframe-go
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packages similar to Pandas
Numpy functionality is largely covered by https://www.gonum.org/ but for pandas I'm not sure if there is an equivalent as widely accepted. However, you might try https://github.com/rocketlaunchr/dataframe-go which I have not tried but it looks like it covers some of what you're looking for
- Machine Learning
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Dynamic Structs
For guidance on how to use it: https://github.com/rocketlaunchr/dataframe-go/blob/master/exports/parquet.go
spaGO
- Machine Learning
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ml for text
Take a look into https://github.com/nlpodyssey/spago. If you don't need GPU processing it could fit your needs
- SpaGO: A ML library in pure Go
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Why can't Go be popular for machine learning?
CGO? Too much overhead in calling C functions (in which you can wrap libtorch or TF C++ code). And too much struggling woth CUDA (actually all GPU stuff). But, there are interesting attempts: https://github.com/gorgonia/gorgonia (I love it most), https://github.com/sugarme/gotch (bindings to libtorch), https://github.com/nlpodyssey/spago.
- Run Hugging Face Models in Go
- Self-Contained Machine Learning and Natural Language Processing Library in Go
- Spice.ai – open-source, time series AI for developers
- Show HN: Experiments on Machine Translation in Pure Go
- Experiments on Machine Translation in pure Go!
What are some alternatives?
gonum - Gonum is a set of numeric libraries for the Go programming language. It contains libraries for matrices, statistics, optimization, and more
go-nlp
ydata-profiling - 1 Line of code data quality profiling & exploratory data analysis for Pandas and Spark DataFrames.
prose - :book: A Golang library for text processing, including tokenization, part-of-speech tagging, and named-entity extraction.
qframe - Immutable data frame for Go
universal-translator - :speech_balloon: i18n Translator for Go/Golang using CLDR data + pluralization rules
gonum/plot - A repository for plotting and visualizing data
go-i18n - Translate your Go program into multiple languages.
Stats - A well tested and comprehensive Golang statistics library package with no dependencies.
paicehusk - Golang implementation of the Paice/Husk Stemming Algorithm
gonum/mat64
dpar - Neural network transition-based dependency parser (in Rust)