C++ neural-networks

Open-source C++ projects categorized as neural-networks
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Topics: Machine Learning CPP neural-network Deep Learning Tensorflow
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Top 16 C++ neural-network Projects

  • 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.

    • Project mention: ESpeak-ng: speech synthesizer with more than one hundred languages and accents | news.ycombinator.com | 2024-05-01

    As I understand it DeepSpeech is no longer actively maintained by Mozilla: https://github.com/mozilla/DeepSpeech/issues/3693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

  • onnxruntime

    ONNX Runtime: cross-platform, high performance ML inferencing and training accelerator

    • Project mention: Machine Learning with PHP | dev.to | 2024-04-22

    ONNX Runtime: ONNX Runtime: cross-platform, high performance ML inferencing and training accelerator

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  • armnn

    Arm NN ML Software. The code here is a read-only mirror of https://review.mlplatform.org/admin/repos/ml/armnn

    • Project mention: LeCun: Qualcomm working with Meta to run Llama-2 on mobile devices | news.ycombinator.com | 2023-07-23

    Like ARM? https://github.com/ARM-software/armnn

    Optimization for this workload has arguably been in-progress for decades. Modern AVX instructions can be found in laptops that are a decade old now, and most big inferencing projects are built around SIMD or GPU shaders. Unless your computer ships with onboard Nvidia hardware, there's usually not much difference in inferencing performance.

  • cppflow

    Run TensorFlow models in C++ without installation and without Bazel

  • useful-transformers

    Efficient Inference of Transformer models

    • Project mention: Useful Transformers | news.ycombinator.com | 2023-10-11

  • bergamot-translator

    Cross platform C++ library focusing on optimized machine translation on the consumer-grade device.

    • Project mention: Fast and secure translation on your local machine with a GUI | news.ycombinator.com | 2024-04-13

    Interestingly, I think this is actually related to the offline translation features built into Firefox. Both are products of "Project Bergamot", but the Mozilla-maintained version was later merged into the Firefox application:

    https://browser.mt/

    https://blog.mozilla.org/en/mozilla/local-translation-add-on...

    https://hacks.mozilla.org/2022/06/training-efficient-neural-...

    https://github.com/mozilla/firefox-translations

    https://firefox-source-docs.mozilla.org/toolkit/components/t...

    Extra webpage with screenshot and links, impossible to search for normally:

    https://translatelocally.com/downloads/

    Does one thing and does it well.

    Oh— For downloading models, it's much easier to pipe/`xargs` `translateLocally --available-models` into `translateLocally -d` than go through the GUI.

    ---

    Other self-hostable translation tools:

    https://www.apertium.org/index.eng.html

    - Traditional rule-based translation. Seems to work pretty well, but no good desktop frontend.

    https://www.argosopentech.com/

    - Works, but crashy desktop app.

    https://libretranslate.com/

    - API wrapping Argos Translate.

    https://lingva.thedaviddelta.com/

    - Google Translate scraper/privacy frontend.

    https://euroglot.com/

    - Proprietary, subscription trialware.

  • Open-L2O

    Open-L2O: A Comprehensive and Reproducible Benchmark for Learning to Optimize Algorithms

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  • keras2cpp

    it's a small library for running trained Keras 2 models from a native C++ code. (by gosha20777)

  • htm.core

    Actively developed Hierarchical Temporal Memory (HTM) community fork (continuation) of NuPIC. Implementation for C++ and Python

  • Proteus

    Guitar amp and pedal capture plugin using neural networks. (by GuitarML)

  • NeuralNetworks

    A resource-conscious neural network implementation for MCUs (by GiorgosXou)

    • Project mention: Is there anything like Embedded Artificial Intelligence & Machine Learning? Can anyone tell me more about it? | /r/embedded | 2023-12-07

    Here's a resource-efficient Neural-Network library that I made1 specifically for MCUs, which I think you will find pretty interesting. Here's a simple xor-circuit NN example and here's a more advanced NN that predicts handwritten digits2 on an arduino UNO. Those combined with this research, I believe that will answer many of your questions and get you started.

  • PrincePedal

    Prince of Tone style guitar plugin made with neural networks

  • tinymind

    Tinymind is a Neural Network and Machine Learning project intended to provide a C++ template library for neural nets and machine learning algorithms within embedded systems.

    • Project mention: Is there anything like Embedded Artificial Intelligence & Machine Learning? Can anyone tell me more about it? | /r/embedded | 2023-12-07

    Take a look at TinyMind: https://github.com/danmcleran/tinymind

  • machine-learning

    My first ML sandbox (by CarloWood)

    • Project mention: C++ Show and Tell - December 2023 | /r/cpp | 2023-12-03

    You can find the code here: https://github.com/CarloWood/machine-learning/blob/master/src/intersection_points.h

  • iNeural

    A library for creating Artificial Neural Networks, for use in Machine Learning and Deep Learning algorithms.

  • chess-deep-rl-cpp

    C++ version of my chess-deep-rl project. WIP

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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).

C++ neural-networks related posts

Index

What are some of the best open-source neural-network projects in C++? This list will help you:

Project Stars
1 DeepSpeech 24,380
2 onnxruntime 12,804
3 armnn 1,120
4 cppflow 762
5 useful-transformers 310
6 bergamot-translator 301
7 Open-L2O 251
8 keras2cpp 183
9 htm.core 144
10 Proteus 140
11 NeuralNetworks 62
12 PrincePedal 30
13 tinymind 7
14 machine-learning 7
15 iNeural 5
16 chess-deep-rl-cpp 2

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