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Top 23 Python neural-network Projects
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All breaking changes are listed here: https://github.com/keras-team/keras/issues/18467
You can use this migration guide to identify and fix each of these issues (and further, making your code run on JAX or PyTorch): https://keras.io/guides/migrating_to_keras_3/
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Project mention: faceswap VS facefusion - a user suggested alternative | libhunt.com/r/faceswap | 2024-01-30
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WorkOS
The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.
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SpaCy: An open-source library providing tools for advanced NLP tasks like tokenization, entity recognition, and part-of-speech tagging.
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Project mention: [P] Making a TTS voice, HK-47 from Kotor using Tortoise (Ideally WaveRNN) | /r/MachineLearning | 2023-07-06
I 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.
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If your goal is just to use a GAN, you can start here https://github.com/eriklindernoren/Keras-GAN
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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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petals
🌸 Run LLMs at home, BitTorrent-style. Fine-tuning and inference up to 10x faster than offloading
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?
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Project mention: A Comprehensive Guide for Building Rag-Based LLM Applications | news.ycombinator.com | 2023-09-13
This is a feature in many commercial products already, as well as open source libraries like PyOD. https://github.com/yzhao062/pyod
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Project mention: ChaiNNer – Node/Graph based image processing and AI upscaling GUI | news.ycombinator.com | 2023-07-19
There is already an AI framework named Chainer: https://github.com/chainer/chainer
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Project mention: Composer – A PyTorch Library for Efficient Neural Network Training | news.ycombinator.com | 2023-08-18
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Project mention: gluonts VS darts - a user suggested alternative | libhunt.com/r/gluonts | 2023-04-13
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dm_control
Google DeepMind's software stack for physics-based simulation and Reinforcement Learning environments, using MuJoCo.
Project mention: Shimmy 1.0: Gymnasium & PettingZoo bindings for popular external RL environments | /r/farama | 2023-04-25This includes single-agent Gymnasium wrappers for DM Control, DM Lab, Behavior Suite, Arcade Learning Environment, OpenAI Gym V21 & V26. Multi-agent PettingZoo wrappers support DM Control Soccer, OpenSpiel and Melting Pot. For more information, read the release notes here:
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Project mention: Treebomination: Convert a scikit-learn decision tree into a Keras model | news.ycombinator.com | 2023-06-11
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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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The second link gives you the entire source code for training the model https://github.com/ajbrock/BigGAN-PyTorch/tree/master . Looks like BigGAN.py and BigGANdeep.py are the two files that define the architecture. Can you work with that?
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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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SaaSHub
SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives
Python neural-networks related posts
- Fundamental Components of Deep Learning (category theory) [pdf]
- Mathematical Introduction to Deep Learning: Methods, Implementations, and Theory
- Mamba-Chat: A Chat LLM based on State Space Models
- Keras 3: A new multi-back end Keras
- [P] Optimistix, nonlinear optimisation in JAX+Equinox!
- Equinox: Elegant easy-to-use neural networks in Jax
- Show HN: Equinox (1.3k stars), a JAX library for neural networks and sciML
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A note from our sponsor - WorkOS
workos.com | 18 Mar 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 | 60,643 |
2 | faceswap | 48,827 |
3 | pytorch-tutorial | 28,885 |
4 | spaCy | 28,455 |
5 | fast-style-transfer | 10,857 |
6 | NeMo | 9,561 |
7 | Keras-GAN | 9,105 |
8 | petals | 8,493 |
9 | pyod | 7,854 |
10 | chainer | 5,853 |
11 | keras-rl | 5,478 |
12 | graph_nets | 5,322 |
13 | Augmentor | 5,010 |
14 | composer | 4,852 |
15 | gluonts | 4,170 |
16 | pytorch-forecasting | 3,523 |
17 | dm_control | 3,471 |
18 | hummingbird | 3,284 |
19 | igel | 3,080 |
20 | GAT | 2,976 |
21 | BigGAN-PyTorch | 2,792 |
22 | dm-haiku | 2,717 |
23 | NCRFpp | 1,876 |