Backpropagation

Open-source projects categorized as Backpropagation
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Language: + Python + Rust + Go + Jupyter Notebook + C++ + C + Haskell + PHP + JavaScript
Topics: neural-network Machine Learning Deep Learning gradient-descent neural-networks
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Top 16 Backpropagation Open-Source Projects

  • Genann

    simple neural network library in ANSI C

    Project mention: Simple neural network library in ANSI C | news.ycombinator.com | 2023-06-27

  • dfdx

    Deep learning in Rust, with shape checked tensors and neural networks

    Project mention: Shape Typing in Python | news.ycombinator.com | 2024-04-13

  • 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.

  • go-deep

    Artificial Neural Network

  • deeplearning-notes

    Notes for Deep Learning Specialization Courses led by Andrew Ng.

  • backprop

    Heterogeneous automatic differentiation ("backpropagation") in Haskell

  • teaching-monolith

    Data science teaching materials

  • notebooks

    Implement, demonstrate, reproduce and extend the results of the Risk articles 'Differential Machine Learning' (2020) and 'PCA with a Difference' (2021) by Huge and Savine, and cover implementation details left out from the papers. (by differential-machine-learning)

  • 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.

  • neural-network-from-scratch

    A neural network library written from scratch in Rust along with a web-based application for building + training neural networks + visualizing their outputs

    Project mention: Examine individual neurons of a small neural network in the browser | news.ycombinator.com | 2023-05-10

  • Sentiment

    An example project using a feed-forward neural network for text sentiment classification trained with 25,000 movie reviews from the IMDB website.

  • Transformer-from-scratch

    Educational Transformer from scratch (no autograd), with forward and backprop.

    Project mention: I made an Educational Transformer from scratch | /r/pytorch | 2023-12-10

    This project was my attempt at building that. It is as well-documented as I could make it, and can be trained or fine-tuned easily by editing the config.py file and running the run.py script. Anyone can get the code with:

  • yagrad

    yet another scalar autograd engine - featuring complex numbers and fixed DAG

    Project mention: Yagrad – 100 SLOC autograd engine with complex numbers and fixed DAG | news.ycombinator.com | 2024-03-17

  • NeuralNetworkPlayground

    A website in which you can customize, train and visualize changes in your neural networks as they learn. You can also upload your own datasets and change any parameters

    Project mention: Hey guys, I just created a website that lets you see your neural network training progress over a bunch of epochs and even replay or save it! Pretty cool, right? Check it out! | /r/aipromptprogramming | 2023-05-08

  • MachineLearning

    From linear regression towards neural networks... (by aromanro)

    Project mention: Get gradient of Softmax activation | /r/learnmachinelearning | 2023-07-12

    Softmax is at the end of this source file: https://github.com/aromanro/MachineLearning/blob/master/MachineLearning/MachineLearning/ActivationFunctions.h

  • NerOne

    Low level C++ neural network engine. The engine provides a huge flexibility in creating neural networks. It also gives an ability for performance optimisations.

  • DeepNeuralNetworksFromScratch

    Different kinds of deep neural networks (DNNs) implemented from scratch using Python and NumPy, with a TensorFlow-like object-oriented API.

  • Lossless

    Lossless is a Machine Learning library built for Golang, capable of handling MLPs, CNNs, and more soon.

    Project mention: [D] Any way to impute missing values using LSTMs ? | /r/learnmachinelearning | 2023-06-05

  • SaaSHub

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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). The latest post mention was on 2024-04-13.

Backpropagation related posts

Index

What are some of the best open-source Backpropagation projects? This list will help you:

Project Stars
1 Genann 1,895
2 dfdx 1,600
3 go-deep 510
4 deeplearning-notes 353
5 backprop 177
6 teaching-monolith 145
7 notebooks 132
8 neural-network-from-scratch 114
9 Sentiment 100
10 Transformer-from-scratch 28
11 yagrad 25
12 NeuralNetworkPlayground 17
13 MachineLearning 16
14 NerOne 9
15 DeepNeuralNetworksFromScratch 8
16 Lossless 4

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