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Top 23 neural-network Open-Source Projects
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nn
🧑🏫 60 Implementations/tutorials of deep learning papers with side-by-side notes 📝; including transformers (original, xl, switch, feedback, vit, ...), optimizers (adam, adabelief, sophia, ...), gans(cyclegan, stylegan2, ...), 🎮 reinforcement learning (ppo, dqn), capsnet, distillation, ... 🧠
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DeepSpeech
DeepSpeech is an open source embedded (offline, on-device) speech-to-text engine which can run in real time on devices ranging from a Raspberry Pi 4 to high power GPU servers.
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SaaSHub
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ml-agents
The Unity Machine Learning Agents Toolkit (ML-Agents) is an open-source project that enables games and simulations to serve as environments for training intelligent agents using deep reinforcement learning and imitation learning.
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Machine-Learning-Tutorials
machine learning and deep learning tutorials, articles and other resources
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mit-deep-learning-book-pdf
MIT Deep Learning Book in PDF format (complete and parts) by Ian Goodfellow, Yoshua Bengio and Aaron Courville
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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
🌸 Run LLMs at home, BitTorrent-style. Fine-tuning and inference up to 10x faster than offloading
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SaaSHub
SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives
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: ESpeak-ng: speech synthesizer with more than one hundred languages and accents | news.ycombinator.com | 2024-05-01As I understand it DeepSpeech is no longer actively maintained by Mozilla: https://github.com/mozilla/DeepSpeech/issues/3693
For Text To Speech, I've found Piper TTS useful (for situations where "quality"=="realistic"/"natual"): https://github.com/rhasspy/piper
For Speech to Text (which AIUI DeepSpeech provided), I've had some success with Vosk: https://github.com/alphacep/vosk-api
Project mention: AI Made These Movies Sharper. Critics Say It Ruined Them. | news.ycombinator.com | 2024-04-15I watch AI enhanced movies and/or shows every day when I use Anime4K, a real-time ML upscaler for anime https://github.com/bloc97/Anime4K
If you give shit-tier blurry DVD messes, it turns them into nicer blurry messes.
If you give it the usual bitrate starved streaming quality show, it looks almost as nice as a blueray.
If you give it a blueray... It basically comes out looking exactly the same. I'll usually still add its "darken lines" filter since I'm a fan of strong linework.
Project mention: How do I change the maximum number of steps for training | /r/MLAgents | 2023-12-07
ONNX Runtime: ONNX Runtime: cross-platform, high performance ML inferencing and training accelerator
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 – 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
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).
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Fundamental Components of Deep Learning (category theory) [pdf]
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A note from our sponsor - InfluxDB
www.influxdata.com | 7 May 2024
Index
What are some of the best open-source neural-network projects? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | Keras | 60,972 |
| 2 | faceswap | 49,314 |
| 3 | nn | 48,430 |
| 4 | pytorch-tutorial | 29,160 |
| 5 | spaCy | 28,789 |
| 6 | DeepSpeech | 24,324 |
| 7 | Anime4K | 17,783 |
| 8 | ml-agents | 16,394 |
| 9 | Machine-Learning-Tutorials | 14,870 |
| 10 | onnxruntime | 12,804 |
| 11 | mit-deep-learning-book-pdf | 12,342 |
| 12 | fast-style-transfer | 10,871 |
| 13 | NeMo | 10,128 |
| 14 | 3D-Machine-Learning | 9,441 |
| 15 | Keras-GAN | 9,105 |
| 16 | petals | 8,684 |
| 17 | pyod | 7,962 |
| 18 | lab | 7,002 |
| 19 | introtodeeplearning | 6,887 |
| 20 | chainer | 5,867 |
| 21 | keras-rl | 5,493 |
| 22 | graph_nets | 5,322 |
| 23 | Augmentor | 5,022 |
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