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Top 23 Rnn Open-Source Projects
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RWKV-LM
RWKV is an RNN with transformer-level LLM performance. It can be directly trained like a GPT (parallelizable). So it's combining the best of RNN and transformer - great performance, fast inference, saves VRAM, fast training, "infinite" ctx_len, and free sentence embedding.
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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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pytorch-seq2seq
Tutorials on implementing a few sequence-to-sequence (seq2seq) models with PyTorch and TorchText.
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tsai
Time series Timeseries Deep Learning Machine Learning Pytorch fastai | State-of-the-art Deep Learning library for Time Series and Sequences in Pytorch / fastai
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pytorch-sentiment-analysis
Tutorials on getting started with PyTorch and TorchText for sentiment analysis.
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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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LSTM-Human-Activity-Recognition
Human Activity Recognition example using TensorFlow on smartphone sensors dataset and an LSTM RNN. Classifying the type of movement amongst six activity categories - Guillaume Chevalier
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awesome-speech-recognition-speech-synthesis-papers
Automatic Speech Recognition (ASR), Speaker Verification, Speech Synthesis, Text-to-Speech (TTS), Language Modelling, Singing Voice Synthesis (SVS), Voice Conversion (VC)
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telemanom
A framework for using LSTMs to detect anomalies in multivariate time series data. Includes spacecraft anomaly data and experiments from the Mars Science Laboratory and SMAP missions.
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How-to-learn-Deep-Learning
A top-down, practical guide to learn AI, Deep learning and Machine Learning.
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iSeeBetter
iSeeBetter: Spatio-Temporal Video Super Resolution using Recurrent-Generative Back-Projection Networks | Python3 | PyTorch | GANs | CNNs | ResNets | RNNs | Published in Springer Journal of Computational Visual Media, September 2020, Tsinghua University Press
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GAN-RNN_Timeseries-imputation
Recurrent GAN for imputation of time series data. Implemented in TensorFlow 2 on Wikipedia Web Traffic Forecast dataset from Kaggle.
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tinysleepnet
TinySleepNet: An Efficient Deep Learning Model for Sleep Stage Scoring based on Raw Single-Channel EEG by Akara Supratak and Yike Guo from The Faculty of ICT, Mahidol University and Imperial College London respectively
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SaaSHub
SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives
🔗 https://github.com/microsoft/AI-For-Beginners 🔗 https://microsoft.github.io/AI-For-Beginners/
https://github.com/BlinkDL/RWKV-LM#rwkv-discord-httpsdiscord... lists a number of implementations of various versions of RWKV.
https://github.com/BlinkDL/RWKV-LM#rwkv-parallelizable-rnn-w... :
> RWKV: Parallelizable RNN with Transformer-level LLM Performance (pronounced as "RwaKuv", from 4 major params: R W K V)
> RWKV is an RNN with Transformer-level LLM performance, which can also be directly trained like a GPT transformer (parallelizable). And it's 100% attention-free. You only need the hidden state at position t to compute the state at position t+1. You can use the "GPT" mode to quickly compute the hidden state for the "RNN" mode.
> So it's combining the best of RNN and transformer - great performance, fast inference, saves VRAM, fast training, "infinite" ctx_len, and free sentence embedding (using the final hidden state).
> "Our latest version is RWKV-6,*
Project mention: Aeon: A unified framework for machine learning with time series | news.ycombinator.com | 2023-06-22Also https://github.com/timeseriesAI/tsai
Project mention: RNNoise 0.2 – now trained using only publicly available CC-licensed datasets | news.ycombinator.com | 2024-04-16
Project mention: Show HN: Open-source Rule-based PDF parser for RAG | news.ycombinator.com | 2024-01-23
Project mention: Pointers to reduce false negatives while not sacrificing accuracy in deep learning | /r/datascience | 2023-06-24
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).
Rnn related posts
- RNNoise 0.2 – now trained using only publicly available CC-licensed datasets
- Lyrebird the Linux voice changer now supports PipeWire
- How the RWKV language model works
- Pointers to reduce false negatives while not sacrificing accuracy in deep learning
- GAN-RNN_Timeseries-imputation: NEW Data - star count:133.0
- GAN-RNN_Timeseries-imputation: NEW Data - star count:133.0
- Introducing repugnant-pickle, a crate for scraping Python Pickle files in a basic way. Notable, it can deal with (some) PyTorch model files.
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A note from our sponsor - WorkOS
workos.com | 28 Apr 2024
Index
What are some of the best open-source Rnn projects? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | AI-For-Beginners | 31,046 |
| 2 | RWKV-LM | 11,619 |
| 3 | ChatRWKV | 9,276 |
| 4 | pytorch-seq2seq | 5,169 |
| 5 | tsai | 4,690 |
| 6 | pytorch-sentiment-analysis | 4,225 |
| 7 | text-classification-cnn-rnn | 4,075 |
| 8 | rnnoise | 3,686 |
| 9 | LSTM-Human-Activity-Recognition | 3,265 |
| 10 | grobid | 3,057 |
| 11 | awesome-speech-recognition-speech-synthesis-papers | 2,870 |
| 12 | eda_nlp | 1,536 |
| 13 | telemanom | 950 |
| 14 | wtte-rnn | 756 |
| 15 | How-to-learn-Deep-Learning | 698 |
| 16 | ConvLSTM-PyTorch | 350 |
| 17 | iSeeBetter | 348 |
| 18 | speech-denoiser | 281 |
| 19 | sentence-classification | 235 |
| 20 | ReservoirComputing.jl | 198 |
| 21 | GAN-RNN_Timeseries-imputation | 164 |
| 22 | easyesn | 131 |
| 23 | tinysleepnet | 95 |
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