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Top 23 Python neural-network Projects
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NeMo
A scalable generative AI framework built for researchers and developers working on Large Language Models, Multimodal, and Speech AI (Automatic Speech Recognition and Text-to-Speech)
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InfluxDB
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petals
🌸 Run LLMs at home, BitTorrent-style. Fine-tuning and inference up to 10x faster than offloading
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dm_control
Google DeepMind's software stack for physics-based simulation and Reinforcement Learning environments, using MuJoCo.
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igel
a delightful machine learning tool that allows you to train, test, and use models without writing code
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SaaSHub
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Project mention: Using Google Magika to build an AI-powered file type detector | dev.to | 2024-06-13The core model architecture for Magika was implemented using Keras, a popular open source deep learning framework that enables Google researchers to experiment quickly with new models.
Project mention: faceswap VS facefusion - a user suggested alternative | libhunt.com/r/faceswap | 2024-01-30
Project mention: How I discovered Named Entity Recognition while trying to remove gibberish from a string. | dev.to | 2024-05-06
Project mention: [P] Making a TTS voice, HK-47 from Kotor using Tortoise (Ideally WaveRNN) | /r/MachineLearning | 2023-07-06I don't test WaveRNN but from the ones that I know the best that is open source is FastPitch. And it's easy to use, here is the tutorial for voice cloning.
Things like [petals](https://github.com/bigscience-workshop/petals) exist, distributed computing over willing participants. Right now corporate cash is being rammed into the space so why not snap it up while you can, but the moment it dries up projects like petals will see more of the love they deserve.
I envision a future where crypto-style booms happen over tokens useful for purchasing priority computational time, which is earned by providing said computational time. This way researchers can daisy-chain their independent smaller rigs together into something with gargantuan capabilities.
Project mention: A Comprehensive Guide for Building Rag-Based LLM Applications | news.ycombinator.com | 2023-09-13This is a feature in many commercial products already, as well as open source libraries like PyOD. https://github.com/yzhao062/pyod
Project mention: ChaiNNer – Node/Graph based image processing and AI upscaling GUI | news.ycombinator.com | 2023-07-19There is already an AI framework named Chainer: https://github.com/chainer/chainer
Project mention: Composer – A PyTorch Library for Efficient Neural Network Training | news.ycombinator.com | 2023-08-18
Project mention: Show HN: Auto Wiki v2 – Turn your codebase into a Wiki now with diagrams | news.ycombinator.com | 2024-04-23https://github.com/awslabs/gluonts is a great candidate for a sample wiki. It is an OSS lib, not great documentation, very hard to RTFM (unlike, say, sklearn which already has a great wiki), doubtful that awslabs would pay to produce.
Project mention: Fine Tuning Mistral 7B on Magic the Gathering Draft | news.ycombinator.com | 2023-12-05Related comment from gwern: https://news.ycombinator.com/item?id=38438859
Also - why qlora rather than a full finetune? Using LambdaLabs, It'd cost roughly the same as your quote. Cheaper I think if you're willing to gamble with fp8: https://github.com/mosaicml/llm-foundry/tree/main/scripts/tr.... And fewer hyperparameters to tune as well
Project mention: Maxtext: A simple, performant and scalable Jax LLM | news.ycombinator.com | 2024-04-23Is t5x an encoder/decoder architecture?
Some more general options.
The Flax ecosystem
https://github.com/google/flax?tab=readme-ov-file
or dm-haiku
https://github.com/google-deepmind/dm-haiku
were some of the best developed communities in the Jax AI field
Perhaps the “trax” repo? https://github.com/google/trax
Some HF examples https://github.com/huggingface/transformers/tree/main/exampl...
Sadly it seems much of the work is proprietary these days, but one example could be Grok-1, if you customize the details. https://github.com/xai-org/grok-1/blob/main/run.py
NOTE:
The open source projects on this list are ordered by number of github stars.
The number of mentions indicates repo mentiontions in the last 12 Months or
since we started tracking (Dec 2020).
Python neural-networks discussion
Python neural-networks related posts
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Ask HN: If you are a Machine Learning engineer, what do you do at work?
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Side Quest #3: maybe the real Deepfakes were the friends we made along the way
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Show HN: Auto Wiki v2 – Turn your codebase into a Wiki now with diagrams
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Release: Keras 3.3.0
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Fundamental Components of Deep Learning (category theory) [pdf]
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Mathematical Introduction to Deep Learning: Methods, Implementations, and Theory
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Mamba-Chat: A Chat LLM based on State Space Models
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A note from our sponsor - Scout Monitoring
www.scoutapm.com | 15 Jun 2024
Index
What are some of the best open-source neural-network projects in Python? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | Keras | 61,179 |
| 2 | faceswap | 49,644 |
| 3 | pytorch-tutorial | 29,317 |
| 4 | spaCy | 29,030 |
| 5 | fast-style-transfer | 10,887 |
| 6 | NeMo | 10,395 |
| 7 | Keras-GAN | 9,154 |
| 8 | petals | 8,819 |
| 9 | pyod | 8,072 |
| 10 | chainer | 5,871 |
| 11 | keras-rl | 5,497 |
| 12 | graph_nets | 5,331 |
| 13 | composer | 5,053 |
| 14 | Augmentor | 5,040 |
| 15 | gluonts | 4,383 |
| 16 | llm-foundry | 3,796 |
| 17 | pytorch-forecasting | 3,700 |
| 18 | dm_control | 3,603 |
| 19 | hummingbird | 3,311 |
| 20 | igel | 3,080 |
| 21 | GAT | 3,045 |
| 22 | dm-haiku | 2,827 |
| 23 | BigGAN-PyTorch | 2,814 |
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