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Top 23 Python neural-network Projects
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InfluxDB
Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.
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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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petals
πΈ 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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NCRFpp
NCRF++, a Neural Sequence Labeling Toolkit. Easy use to any sequence labeling tasks (e.g. NER, POS, Segmentation). It includes character LSTM/CNN, word LSTM/CNN and softmax/CRF components.
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Keras
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.
So how long until we can do an open source Mistral Large?
We could make a start on Petals or some other open source distributed training network cluster possibly?
[0] https://petals.dev/
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 β 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 β A PyTorch Library for Efficient Neural Network Training | news.ycombinator.com | 2023-08-18
Project mention: Show HN: Auto Wiki v2 β 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: Treebomination: Convert a scikit-learn decision tree into a Keras model | news.ycombinator.com | 2023-06-11
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 βtraxβ 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
Python neural-networks related posts
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Show HN: Auto Wiki v2 β 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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Keras 3: A new multi-back end Keras
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[P] Optimistix, nonlinear optimisation in JAX+Equinox!
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A note from our sponsor - SaaSHub
www.saashub.com | 18 May 2024
Index
What are some of the best open-source neural-network projects in Python? This list will help you:
Project | Stars | |
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1 | Keras | 61,044 |
2 | faceswap | 49,390 |
3 | pytorch-tutorial | 29,187 |
4 | spaCy | 28,849 |
5 | fast-style-transfer | 10,875 |
6 | NeMo | 10,179 |
7 | Keras-GAN | 9,105 |
8 | petals | 8,730 |
9 | pyod | 7,994 |
10 | chainer | 5,867 |
11 | keras-rl | 5,492 |
12 | graph_nets | 5,322 |
13 | Augmentor | 5,027 |
14 | composer | 5,024 |
15 | gluonts | 4,347 |
16 | pytorch-forecasting | 3,648 |
17 | dm_control | 3,569 |
18 | hummingbird | 3,303 |
19 | igel | 3,080 |
20 | GAT | 3,045 |
21 | dm-haiku | 2,816 |
22 | BigGAN-PyTorch | 2,803 |
23 | NCRFpp | 1,877 |
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