Showing 1688 open source projects for "reference"

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  • 1
    scArches

    scArches

    Reference mapping for single-cell genomics

    Single-cell architecture surgery (scArches) is a package for reference-based analysis of single-cell data. scArches allows your single-cell query data to be analyzed by integrating it into a reference atlas. By mapping your data into an integrated reference you can transfer cell-type annotation from reference to query, identify disease states by mapping to healthy atlas, and advanced applications such as imputing missing data modalities or spatial locations.
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  • 2
    Documentation, examples, and reference driver code for the VMware virtual graphics device used by all VMware virtual machines. This project provides the information and code necessary to write both 2D and 3D graphics drivers for this device.
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  • 3
    Metaseq

    Metaseq

    Repo for external large-scale work

    ...Built on top of PyTorch, it provides distributed training, model sharding, mixed-precision computation, and memory-efficient checkpointing to support models with hundreds of billions of parameters. The framework was used internally at Meta to train models like OPT (Open Pre-trained Transformer) and serves as a reference implementation for scaling transformer architectures efficiently across GPUs and nodes. It supports both pretraining and fine-tuning workflows with data pipelines for text, multilingual corpora, and custom tokenization schemes. Metaseq also includes APIs for evaluation, generation, and model serving, enabling seamless transitions from training to inference.
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  • 4
    Penetration Testing Tools

    Penetration Testing Tools

    A collection of more than 170+ tools, scripts, cheatsheets

    Penetration-Testing-Tools is a curated collection of tools, scripts, cheatsheets and reference materials assembled to help security researchers, red-teamers, and students perform hands-on penetration testing across multiple domains. The repository groups resources by discipline — reconnaissance, web application testing, network exploitation, privilege escalation, post-exploitation and reporting — so users can quickly find relevant utilities and walkthroughs.
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  • 5
    fastMRI

    fastMRI

    A large open dataset + tools to speed up MRI scans using ML

    ...The repository provides an open-source PyTorch framework with data loaders, subsampling utilities, reconstruction models, and evaluation metrics, supporting both research reproducibility and practical experimentation. It includes reference implementations for key MRI reconstruction architectures such as U-Net and Variational Networks (VarNet), along with example scripts for model training and evaluation using the PyTorch Lightning framework. The project also releases several fully anonymized public MRI datasets, including knee, brain, and prostate scans.
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  • 6
    OpenAI OpenAPI

    OpenAI OpenAPI

    OpenAPI specification for the OpenAI API

    ...The repository ensures that developers and toolchains can integrate with OpenAI services using a consistent schema across SDKs, code generators, and API clients. It contains both an automatically documented version of the spec and a manually updated branch for reference. Developers can use this specification to generate client libraries, validate requests and responses, or explore the API structure in compatible tools. The project is actively maintained with tagged releases, issues, and contributions from multiple collaborators. Its goal is to improve transparency, developer experience, and interoperability when building applications powered by OpenAI’s models.
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  • 7
    DeepMind Research

    DeepMind Research

    Implementations and code to accompany DeepMind publications

    This repository collects reference implementations and illustrative code accompanying a wide range of DeepMind publications, making it easier for the research community to reproduce results, inspect algorithms, and build on prior work. The top level organizes many paper-specific directories across domains such as deep reinforcement learning, self-supervised vision, generative modeling, scientific ML, and program synthesis—for example BYOL, Perceiver/Perceiver IO, Enformer for genomics, MeshGraphNets for physics, RL Unplugged, Nowcasting for weather, and more. ...
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  • 8
    TexGen
    ...P Boisse, Woodhead Publishing Ltd, 2021, ISBN: 978-0-12-819005-0. https://doi.org/10.1016/B978-0-12-819005-0.00008-3 Lin, H., Brown, L. P. & Long, A. C. 2011. Modelling and Simulating Textile Structures using TexGen. Advanced Materials Research, 331, 44-47. To reference version 3.13.0 please use: Louise Brown, mike-matveev, & georgespackman. (2023). louisepb/TexGen: TexGen v3.13.1 (v3.13.1). Zenodo. https://doi.org/10.5281/zenodo.8221491
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    Downloads: 117 This Week
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  • 9
    Kubernetes Examples

    Kubernetes Examples

    Minimal self-contained examples of standard Kubernetes features

    A reference repository of YAML with canonical and as-simple-as-possible demonstrations of Kubernetes functionality and features. Minimal self-contained examples of standard Kubernetes features and patterns in YAML.
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  • 10
    Article has been accepted for publication by the journal, "genes". To view the article, please go to MDPI website; please copy and paste the link "https://www.mdpi.com/2073-4425/14/7/1476/pdf" in web address area. If download is not automatically started, please go to the website by copy and paste the link   "https://www.preprints.org/manuscript/202306.0366/v1". And click "peer-reviewed article".
    Downloads: 0 This Week
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  • 11
    React Projects

    React Projects

    Collection of React example / tutorial projects

    ...The examples are structured to be approachable yet idiomatic, encouraging good habits while staying close to what developers actually build. Over time, the collection functions as a portfolio of reference implementations that students and practitioners can adapt to new projects.
    Downloads: 0 This Week
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  • 12
    ChatGPT Plugins Collection

    ChatGPT Plugins Collection

    An unofficial collection of Plugins for ChatGPT

    ...The collection provides a variety of plugin implementations that showcase different use cases, helping developers learn how to extend ChatGPT’s functionality. It is designed to serve both as a learning resource for beginners and a reference point for more experienced developers. By centralizing community contributions, the repository highlights practical applications of plugins across domains such as productivity, data access, and automation. The project also serves as a starting point for developers interested in building their own custom plugins, offering inspiration and code samples. ...
    Downloads: 4 This Week
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  • 13
    Flutter UI Nice

    Flutter UI Nice

    More than 130+ pages in this beautiful app

    flutter-ui-nice is a collection of Flutter UI examples and clones that replicate popular mobile app designs. It includes sample implementations of login screens, shopping flows, media apps, dashboards, and social layouts. The goal is to give developers a reference for how to achieve common UI patterns using Flutter widgets and theming. Each example is designed to be clean, responsive, and easy to adapt into production codebases. The repository is particularly helpful for beginners who want hands-on guidance on structuring real screens instead of only isolated widgets. It serves as both a design gallery and a practical teaching tool, showing how Flutter can mimic polished, industry-level designs.
    Downloads: 0 This Week
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  • 14
    Vega Wallet

    Vega Wallet

    A command line wallet service for Vega for trading derivatives

    Vega has a self-hosted, local wallet. To use it follow the instructions on the Create a Vega Wallet page. Using this wallet, your keys will be completely disassociated from your personal identity, and we will have no way to connect them, unless you share your public key for any reason. For Fairground, Vega has also hosted a version of the wallet server, to make it easier to quickly start trading. A hosted wallet service is a website that manages wallet access for multiple users. Each user...
    Downloads: 0 This Week
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  • 15
    ProShop eCommerce Platform

    ProShop eCommerce Platform

    Shopping cart built with MERN & Redux

    ...The React frontend implements routing, global state, cart logic, checkout steps, reviews, search, and pagination so learners see a complete UX from browse to purchase. The codebase also walks through image uploads, third-party payment integration, and environment configuration suited for deployment. It’s designed as a reference you can extend—swap UI libraries, add coupons, connect different gateways, or move to a containerized deployment—without losing the core architecture.
    Downloads: 0 This Week
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  • 16
    Flutter Tutorials

    Flutter Tutorials

    Source code for all the tutorials on FilledStacks' channel

    ...Tutorials often come with detailed commentary or videos to explain design decisions. The collection helps developers bridge the gap between learning Flutter basics and building production-ready apps. It serves as both a reference and a training resource for those aiming to adopt Flutter in professional projects.
    Downloads: 0 This Week
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  • 17
    gemoji

    gemoji

    Emoji images and names

    This library contains character information about native emojis.
    Downloads: 0 This Week
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  • 18
    LM Human Preferences

    LM Human Preferences

    Code for the paper Fine-Tuning Language Models from Human Preferences

    lm-human-preferences is the official OpenAI codebase that implements the method from the paper Fine-Tuning Language Models from Human Preferences. Its purpose is to show how to align language models with human judgments by training a reward model from human comparisons and then fine-tuning a policy model using that reward signal. The repository includes scripts to train the reward model (learning to rank or score pairs of outputs), and to fine-tune a policy (a language model) with...
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  • 19
    Kitten

    Kitten

    A statically typed concatenative systems programming language

    Kitten is an experimental, concatenative programming language that blends Forth/Joy-style stack programming with modern static typing and effect tracking. Programs are composed by chaining small words that transform a typed stack, and the compiler uses type inference to ensure compositions are valid. The language explores disciplined handling of side effects, aiming to separate pure transformations from operations that perform I/O or mutate state. Its design encourages small, reusable...
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  • 20
    Classsroom-Insights
    Classroom Insights is a software designed to compute various statistical metrics from a CSV file/database of students' and teachers' performance records. It was intended to be the teacher's companion when drafting end-of-sequence or end-of-year reports on classroom performances after evaluations. This software features multiple tools to provide the teacher with a unique perspective on their students' performances across evaluations. This software makes use of quantitative and graphical...
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  • 21
    Chakra UI Vue

    Chakra UI Vue

    Build scalable and accessible Vue.js applications with ease.

    ...Chakra UI Vue gives you a set of accessible and composable Vue components that you can use to build your favorite applications and sites. Chakra UI strictly follows WAI-ARIA standards. All components come with proper attributes and keyboard interactions out of the box. Quickly and easily reference values from your theme throughout your entire application, on any component. Components were built with composition in mind. You can leverage any component to create new things.
    Downloads: 0 This Week
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  • 22

    Nano_cheatsheet

    Arduino Nano pin functions and hardware setup cheat sheets.

    A repository for holding reference drawings and notes for using the Arduino Nano.
    Downloads: 0 This Week
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  • 23
    Exposure Notifications Server

    Exposure Notifications Server

    Exposure Notification Reference Server | Covid19 Exposure Notification

    Exposure Notifications Server is an open source reference implementation developed by Google to support the COVID-19 Exposure Notifications API, designed for use by public health authorities around the world. The server provides a secure and privacy-preserving backend system that enables governments and organizations to deploy exposure notification applications for Android and iOS devices.
    Downloads: 0 This Week
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  • 24

    Biochemistry

    Compares serum biochemistry parameters in selected animals

    Biochemistry compares your serum biochemistry parameters of animals with one's reference values (Kaneko et al, 2008) and can save laboratory card for tested parameters. Cat, dog, pig, cow and horse are included
    Downloads: 0 This Week
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  • 25
    QTads

    QTads

    A cross-platform, multimedia interpreter for TADS adventure games.

    ...It runs on Linux, macOS and Microsoft Windows. TADS stands for "Text Adventure Development System" and comes with its own programming language and virtual machine (the TADS VM.) QTads uses the reference implementations of the T2 and T3 VMs written by Michael J. Roberts.
    Downloads: 5 This Week
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