gluon-nlp
Torch.jl
| gluon-nlp | Torch.jl | |
|---|---|---|
| 2 | 6 | |
| 2,551 | 204 | |
| - | 1.5% | |
| 0.0 | 4.2 | |
| 7 months ago | 3 days ago | |
| Python | Julia | |
| Apache License 2.0 | GNU General Public License v3.0 or later |
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gluon-nlp
- How usable is Julia for Natural Language Processing Machine learning?
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Any TF 2.0 implementation of Convolutional Neural Networks for Sentence Classification ?
Found relevant code at https://github.com/dmlc/gluon-nlp + all code implementations here
Torch.jl
- Julia 1.10 Released
- Julia 1.9: A New Era of Performance and Flexibility
- How usable is Julia for Natural Language Processing Machine learning?
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Does Julia Have a Chance to Overthrown Python in the Machine Learning Industry?
For frontends Python has quite some head-start. In principle it would be possible to write Julia frond-ends to existing ML libraries (written e.g. in C), for example https://github.com/FluxML/Torch.jl , but the advantages over Python frontends would be very limited. Only a front-to-back Julia implementation leverages most of the language advantages like composibility and flexibility.
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Julia: faster than Fortran, cleaner than Numpy
PyTorch for example is a C++ library with a Python user interface, see e.g. the language shares in GitHub (https://github.com/pytorch/pytorch ). There is also a Julia binding for Torch (https://github.com/FluxML/Torch.jl), but I do not know how up-to-date it is.
What are some alternatives?
opencog - A framework for integrated Artificial Intelligence & Artificial General Intelligence (AGI)
Flux.jl - Relax! Flux is the ML library that doesn't make you tensor
JuliaTorch - Using PyTorch in Julia Language
Pytorch - Tensors and Dynamic neural networks in Python with strong GPU acceleration
practical-pytorch - Go to https://github.com/pytorch/tutorials - this repo is deprecated and no longer maintained
SciPyDiffEq.jl - Wrappers for the SciPy differential equation solvers for the SciML Scientific Machine Learning organization
nli4ct
pronomial - pronomial postag/word_gender based coreference solver
threads - Threads for Lua and LuaJIT. Transparent exchange of data between threads is allowed thanks to torch serialization.
question_generation - Neural question generation using transformers
Lux.jl - Explicitly Parameterized Neural Networks in Julia