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Axon Alternatives
Similar projects and alternatives to axon
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explorer
Series (one-dimensional) and dataframes (two-dimensional) for fast and elegant data exploration in Elixir
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NOTE:
The number of mentions on this list indicates mentions on common posts plus user suggested alternatives.
Hence, a higher number means a better axon alternative or higher similarity.
axon discussion
axon reviews and mentions
Posts with mentions or reviews of axon.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2024-08-27.
- Axon: Deep Learning in Elixir
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Ruby in Jupyter Notebook
Definitely look into Livebook and Elixir, and the whole ecosystem around it, including:
- https://github.com/elixir-nx/axon Nx-powered Neural Networks
- https://github.com/elixir-nx/nx Multi-dimensional arrays (tensors) and numerical definitions for Elixir
- https://github.com/elixir-nx/scholar Traditional machine learning on top of Nx
- https://github.com/elixir-nx/bumblebee Pre-trained Neural Network models in Axon (+ Models integration)
- https://github.com/elixir-explorer/explorer Series (one-dimensional) and dataframes (two-dimensional) for fast and elegant data exploration in Elixir
- https://fly.io/blog/rethinking-serverless-with-flame/ (for offloading large work to remote containers)
- https://www.youtube.com/watch?v=RABXu7zqnT0 InstructorEx
And of course Livebook (https://livebook.dev)
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Would like some guidance on my learning for fine-tuned model applications (AI related) using Nx / Elixir
My recommendation is to start with fast.ai to understand the machine learning part. Then, for the elixir bit, look at some of the notebooks in the Axon (elixir's NN library) github. I wrote a couple notebooks explaining how to train a basic NN using Axon. Here's one
- Data wrangling in Elixir with Explorer, the power of Rust, the elegance of R
- Elixir and Rust is a good mix
- Bumblebee: GPT2, Stable Diffusion, and More in Elixir
- Building an ML model using Axon and Livebook
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ElixirConf 2022 - That's a wrap!
Machine learning is rapidly expanding within the Elixir ecosystem, with tools such as Nx, Axon, and Explorer being used both by individuals and companies such as Amplified, as mentioned above.
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What's your opinion on Elixir?
It's my professional daily driver since 2018 but I consider it an average-to-disappointing language and ecosystem on top of an incredible VM/runtime. For more specific thoughts, back in 2020 I've previously posted some critique here and very little of these concerns are improved in the interim. There is a vestigial ML story around libraries like Nx/Axon. LiveView is inadvisable in practice but is sort of the banner marketing device right now, which disappoints me.
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Recognize Digits Using ML in Elixir
Yeah, as Mark said, I think the problem is related to this issue https://github.com/elixir-nx/axon/issues/244
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Stats
Basic axon repo stats
17
1,521
8.0
8 days ago
elixir-nx/axon is an open source project licensed under Apache License 2.0 which is an OSI approved license.
The primary programming language of axon is Elixir.
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