awesome

Awesome - meta collection of awesome directories - https://dir.ever.works
https://github.com/ever-works/awesome

Last synced: 14 days ago
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Ai Directories
- Awesome Awesome Prompts - An awesome list for collecting awesome lists related to prompt engineering. ([Read more](/details/awesome-awesome-prompts.md)) `Prompt Engineering` `Ai` `Awesome Lists`
- AI Journey - Offers expert reviews and insights on AI tools to help individuals and businesses succeed by leveraging the best AI technology. A directory focused on AI tool evaluations. ([Read more](/details/ai-journey.md)) `Ai Tools` `Reviews` `Directory`
- AI Journey - Offers expert reviews and insights on AI tools to help individuals and businesses succeed by leveraging the best AI technology. A directory focused on AI tool evaluations. ([Read more](/details/ai-journey.md)) `Ai Tools` `Reviews` `Directory`
AI & ML Awesome Hubs
- FUTUREPEDIA - THE LARGEST AI TOOLS DIRECTORY, UPDATED DAILY. Extensive AI tools directory with daily updates. ([Read more](/details/futurepedia.md)) `Ai Tools` `Daily Updated` `Directory` `Ai Hub`
Audio & Music
- Awesome Audio - A curated list of audio technology resources for developers, covering audio processing, synthesis, analysis, and production tools across multiple platforms and programming languages. ([Read more](/details/awesome-audio.md)) `Audio Processing` `Sound Engineering` `Music Tech`
- Awesome Audio DSP - A curated list of audio DSP (Digital Signal Processing) and plugin development resources, tools, and learning materials for building professional audio software. ([Read more](/details/awesome-audio-dsp.md)) `Dsp` `Audio Plugins` `Sound Design`
- Awesome Music Production - A curated list of software, services, and resources to create and distribute music, including DAWs, virtual instruments, effects plugins, sample libraries, and music distribution platforms. ([Read more](/details/awesome-music-production.md)) `Music` `Production` `Daw` `Audio` `Synthesis`
- Awesome MusicDSP - A curated collection of music DSP (Digital Signal Processing) and audio programming resources including code libraries, textbooks, courses, and technical reading materials. ([Read more](/details/awesome-musicdsp.md)) `Dsp` `Audio Programming` `Music Technology`
- Awesome Open Audio - A list of open source audio software projects including apps, plugins, and libraries for music production, synthesis, audio effects, and DSP development across VST, VST3, AU, and other plugin formats. ([Read more](/details/awesome-open-audio.md)) `Audio` `Music` `Vst` `Open Source` `Synthesis`
- Awesome Video - A curated list of awesome streaming video tools, frameworks, libraries, and learning resources including FFmpeg, video players, codec specifications, and streaming protocols like HLS and DASH. ([Read more](/details/awesome-video.md)) `Video` `Streaming` `Media`
- Awesome Computer Music - A repository for inspirations, libraries and references about interactive music, synthesis and composition. Resources for algorithmic and generative music creation. ([Read more](/details/awesome-computer-music.md)) `Music` `Synthesis` `Generative`
- Awesome Linux Audio - A list of software and resources for professional audio, video, and live events production on Linux. Includes DAWs, audio plugins, and production tools for Linux systems. ([Read more](/details/awesome-linux-audio.md)) `Linux` `Audio` `Production`
- Awesome Podcasting Tools - A curated list of tools, platforms, resources, and tips for podcasting. Includes audio editing software, hosting platforms, and distribution tools for podcast creators. ([Read more](/details/awesome-podcasting-tools.md)) `Podcasting` `Audio` `Tools`
- Awesome Synthesis - A curated list of software for learning synthesis, covering synthesizer fundamentals, modular synthesis, sound design techniques, and educational resources for understanding audio synthesis from basic to advanced levels. ([Read more](/details/awesome-synthesis.md)) `Synthesis` `Audio` `Sound Design`
- Podcasting Guide - Comprehensive podcasting guide including all-in-one platforms like Anchor, audio editing tools, and soundboard software for creating and distributing podcasts. ([Read more](/details/podcasting-guide.md)) `Podcasting` `Guide` `Audio Production`
Automation
- Awesome RPA - A curated list of Robotic Process Automation tools, frameworks, libraries, blogs, tutorials, and resources for automating repetitive business processes and tasks across applications. ([Read more](/details/awesome-rpa.md)) `Rpa` `Automation` `Workflow`
- Awesome Workflow Engines - A curated list of open source workflow engines for orchestrating complex business processes, data pipelines, and distributed systems, enabling design, execution, and monitoring of workflows. ([Read more](/details/awesome-workflow-engines.md)) `Workflow` `Orchestration` `Automation`
- cron - Go client for scheduling HTTP cron jobs with execution history, failure alerts, and tsk-local for testing without live credentials. Featured in Awesome Go under Job Scheduler. Simplifies scheduled task management in Go applications. ([Read more](/details/cron.md)) `Go` `Cron` `Job Scheduler` `Open Source`
Automation & Integration
- Make (formerly Integromat) - Powerful automation platform offering 80% of Zapier's functionality at a fraction of the cost. Visual workflow builder with advanced features, better pricing for high-volume automation. Growing rapidly in 2026 as cost-effective Zapier alternative. ([Read more](/details/make-formerly-integromat.md)) `Automation` `Integration` `Cost Effective`
- Awesome N8N Templates - 280+ free n8n automation templates with ready-to-use workflows for Gmail, Telegram, Slack, Discord, WhatsApp, Google Drive, Notion, OpenAI, and more. The largest open-source n8n template collection covering AI agents, RAG chatbots, email automation, and DevOps workflows. ([Read more](/details/awesome-n8n-templates.md)) `N8n` `Automation` `Workflow` `No Code` `Integration`
- Awesome Productivity Tools - A curated directory of productivity tools and products to help individuals stay organized, focused, and efficient, covering task management, note-taking, time tracking, automation, and focus enhancement tools for personal and professional productivity. ([Read more](/details/awesome-productivity-tools.md)) `Productivity` `Task Management` `Automation`
Awesome List Curators
- Curated Lists - Aggregates high-quality curated lists on diverse topics like security, machine learning, and development tools. Features hand-picked, topic-grouped collections for quick access to vetted resources. Alternative to broader awesome lists with tighter curation. ([Read more](/details/curated-lists.md)) `Curated Collections` `Topic Lists` `Developer Resources`
Awesome List Generators
- awindex - awindex is a generator for building and maintaining static searchable indexes from awesome lists, Zotero, Zenodo, and JSONL sources to track and update curated collections. Key features include Pagefind faceted search, SQLite databases for monitoring updates, and static site generation for easy deployment. Curators use it to create dynamic, searchable directories that keep lists current, outperforming manual GitHub searches or static markdown views with automated ingestion and search capabilities. ([Read more](/details/awindex.md)) `Meta Awesome` `List Aggregator` `Github Stars` `Curated Index` `List Tools` `Maintenance`
- curalist - CLI tool for managing curated collections: list entries across collections, filter by collection, download free PDFs, generate per-collection READMEs, and unified MkDocs sites. Used to generate the queelius/curations multi-collection awesome-lists. ([Read more](/details/curalist.md)) `Cli` `Open Source` `Markdown`
Awesome List Maintenance Tools
- Brandon Himpfen Awesome Lists - Curated aggregator grouping hundreds of GitHub Awesome lists by topic with star rankings. Features browsable categories for efficient navigation. Assists in awesome list maintenance by providing structured overviews and popularity metrics versus unorganized searches. ([Read more](/details/brandon-himpfen-awesome-lists.md)) `List Tool` `Aggregator` `Tracker`
- BurntFen's Awesome Lists - Personal showcase and maintainer page for multiple GitHub awesome lists with star tracking and curation insights. Features list overviews and engagement metrics. Useful for awesome list maintainers to monitor and promote their collections versus static repo views. ([Read more](/details/burntfens-awesome-lists.md)) `List Tool` `Tracker`
Awesome List Tools
- Awesome List Parser - Parses GitHub awesome lists from README markdown into structured JSON, extracting categories, entries with names, URLs, and descriptions. Key features include optional live GitHub metadata enrichment (stars, forks, language, archived status) for dynamic tracking and auditing. Use cases include automating list maintenance, stale repo detection, and feeding meta-aggregators; far more efficient than manual curation. ([Read more](/details/awesome-list-parser.md)) `Parser` `Star Tracker` `List Maintenance`
- GetAwesomeness - Interactive dashboard for searching Awesome lists with real-time star monitoring. Enables dynamic discovery and maintenance tracking; more engaging than static GitHub pages. ([Read more](/details/getawesomeness.md)) `Dynamic Tracker` `Notifications` `Dashboard`
Awesome List Tools & Trackers
- Directories.so - Comprehensive tracker and index of awesome directories across AI, design, development topics, monitoring popularity via GitHub stars and providing daily updates, filtering, and rankings. Key features include topic-specific sorting by stars, meta-directory discovery tools. Suited for developers and curators seeking dynamic project discovery and list maintenance, more focused than broad static lists like sindresorhus/awesome. ([Read more](/details/directoriesso.md)) `List Maintenance` `Star Tracker` `Dynamic Updates`
Awesome List Trackers
- Awesome List Viewer - Crawls and aggregates GitHub awesome lists by downloading metadata like stars, topics, and descriptions into a queryable JSON index. Features automated parsing, topic grouping, and efficient updates via GitHub API for searchable access. Supports quick discovery across lists for dynamic trackers, surpassing static single-repo awesome lists. ([Read more](/details/awesome-list-viewer.md)) `Aggregator` `Index` `Searchable Lists` `Open Source`
- ListKnow - Compiles multiple top lists-of-lists including GitHub awesome lists on topics like AI and design into a hand-curated, searchable index with topic filters. Features verification for relevance and dynamic categorization. Provides quick access for resource discovery across verified meta-lists, superior to single awesome repos in curation depth. ([Read more](/details/listknow.md)) `Aggregator` `Index` `Searchable Lists`
Blockchain & Crypto
- Awesome Cryptocurrency - A curated list of cryptocurrency websites, apps, exchanges, and resources covering Bitcoin, Ethereum, DeFi, NFTs, and blockchain technology. ([Read more](/details/awesome-cryptocurrency.md)) `Cryptocurrency` `Bitcoin` `Defi`
- Awesome Ethereum - A curated list of awesome Ethereum resources, libraries, tools and more including Hardhat templates, Foundry-based development tools, DApp frameworks, and Ethereum protocol resources. ([Read more](/details/awesome-ethereum.md)) `Ethereum` `Blockchain` `Web3` `Smart Contracts` `Dapps`
- Awesome Fintech - A curated collection of open-source fintech libraries, platforms, APIs, tools, and resources covering payments, banking, lending, wealth management, and blockchain financial services. ([Read more](/details/awesome-fintech.md)) `Fintech` `Payments` `Banking`
- Awesome Fintech Startups - A curated list of innovative fintech startup companies transforming financial services, including payment processors, digital banks, lending platforms, and wealth management solutions. ([Read more](/details/awesome-fintech-startups.md)) `Fintech` `Startups` `Financial`
- Awesome NFT - A curated list of Non-Fungible Token (NFT, ERC721, ERC1155) frameworks, libraries, tools, marketplaces, and resources for building, trading, and understanding blockchain-based digital assets and collectibles. ([Read more](/details/awesome-nft.md)) `Nft` `Erc721` `Web3`
- Awesome Solidity - A curated list of awesome Solidity resources, libraries, tools and more for Ethereum smart contract development, including security best practices, development frameworks, and testing tools. ([Read more](/details/awesome-solidity.md)) `Solidity` `Ethereum` `Smart Contracts` `Blockchain` `Web3`
- Awesome Web3 - A curated list of awesome Web3 resources, libraries, tools and more covering Solidity, Vyper, blockchain protocols, DeFi, NFTs, DAOs, and decentralized application development. ([Read more](/details/awesome-web3.md)) `Web3` `Blockchain` `Dapps` `Defi` `Nft`
- Awesome Web3 - A comprehensive curated list of Web3 resources, libraries, tools, and projects covering blockchain, Ethereum, smart contracts, Solidity, and decentralized applications. Updated regularly with 832 stars and 321 projects spanning the entire Web3 ecosystem. ([Read more](/details/awesome-web3-com.md)) `Web3` `Blockchain` `Decentralized`
- Awesome Web3 Projects - A handpicked collection of inspiring Web3 projects for learning and exploration, featuring tutorials for building metaverses, NFT projects, and decentralized applications. ([Read more](/details/awesome-web3-projects.md)) `Web3` `Dapps` `Tutorials`
- Awesome Web3 Tools and dApps - A curated collection of Web3 development tools, decentralized applications (dApps), blockchain frameworks, and resources for building on Ethereum and other blockchain platforms with smart contracts and decentralized infrastructure. ([Read more](/details/awesome-web3-tools-and-dapps.md)) `Web3` `Dapps` `Ethereum`
- Best of Crypto - A ranked list of 3,100+ awesome open-source crypto and blockchain projects with 1.2M total stars, updated weekly and organized into 11 categories with quality scores. ([Read more](/details/best-of-crypto.md)) `Blockchain` `Cryptocurrency` `Open Source`
- Awesome Decentralized - A curated list of distributed, decentralized, and peer-to-peer applications and tools that enable privacy-preserving, censorship-resistant computing without centralized servers. ([Read more](/details/awesome-decentralized.md)) `Decentralized` `P2p` `Privacy`
- Awesome NFT DeFi - A curated list of NFT and DeFi integration projects and resources, covering NFT lending and borrowing platforms, NFT-backed loans, automated market makers for NFTs, fractionalization protocols, and exchanges with NFT staking features. ([Read more](/details/awesome-nft-defi.md)) `Nft` `Defi` `Web3`
- Stacks - A smart contract platform secured by Bitcoin. Framework for building apps on Bitcoin. ([Read more](/details/stacks.md)) `Open Source` `Blockchain` `Bitcoin`
- Awesome Web3 - A comprehensive curated list of Web3 resources, libraries, tools, and projects covering blockchain, Ethereum, smart contracts, Solidity, and decentralized applications. Updated regularly with 832 stars and 321 projects spanning the entire Web3 ecosystem. ([Read more](/details/awesome-web3-com.md)) `Web3` `Blockchain` `Decentralized`
Business & Entrepreneurship
- Awesome IndieHackers - Awesome list about indie hackers - independent creators who build projects and make money independently without employees or external funding, featuring podcasts, communities, courses, and influencers. ([Read more](/details/awesome-indiehackers.md)) `Indie Hacking` `Entrepreneurship` `Bootstrapping` `Maker`
- Awesome SaaS4Devs - Awesome collection of content for developers trying to bootstrap their SaaS, covering bootstrapping concepts, tech stacks, marketing strategies, and resources for building profitable software businesses without VC funding. ([Read more](/details/awesome-saas4devs.md)) `Saas` `Bootstrapping` `Startup` `Indie Hacking`
- Awesome Startup Stack - Curated list of technologies for your next startup showing what tech stacks indie hackers are using for their apps and why, covering frontend, backend, databases, and infrastructure choices. ([Read more](/details/awesome-startup-stack.md)) `Startup` `Tech Stack` `Indie Hacking` `Bootstrapping`
- Awesome AgTech - A curated list of technology companies, resources, and tools in the agricultural field, featuring farm management tools, data platforms, and agricultural software applications. ([Read more](/details/awesome-agtech.md)) `Agriculture` `Farming` `Technology`
- Awesome Civic Tech - A curated list of open source projects, platforms, communities, and tools advancing civic engagement and public service through technology. Features organizations like Code for America and mySociety working on digital democracy and transparency. ([Read more](/details/awesome-civic-tech.md)) `Civic Tech` `Government` `Open Source`
- Awesome Developer Relations - A curated collection of resources for Developer Relations (DevRel) professionals, including community management strategies, developer advocacy tools, content creation guides, and event planning resources. ([Read more](/details/awesome-developer-relations.md)) `Devrel` `Community` `Developer Advocacy`
- Awesome Digital Marketing - A curated list of awesome digital marketing guides, resources, services, and more. Comprehensive collection covering analytics, SEO, social media, content marketing, and digital strategy. ([Read more](/details/awesome-digital-marketing.md)) `Marketing` `Digital Marketing` `Analytics`
- Awesome Growth Hacking - A curated collection of awesome growth hacking resources, including tools, books, and community resources for implementing effective growth strategies and scaling businesses. ([Read more](/details/awesome-growth-hacking.md)) `Growth Hacking` `Marketing` `Startup`
- Awesome Legal Documents - A curated collection of awesome free legal documents for companies, including open source licenses, privacy policies, terms of service, and other legal templates that businesses can use and customize. ([Read more](/details/awesome-legal-documents.md)) `Legal` `Templates` `Open Source`
- Awesome Legal Skills - A curated list of agent skills for automating legal work, focusing on statutory interpretation methods, canons of construction, and legislative intent for reading, interpreting, and applying statutes, regulations, and rules in legal and compliance contexts. ([Read more](/details/awesome-legal-skills.md)) `Legal Tech` `Automation` `Legal Ai`
- Awesome Newsletter Tools - An awesome list of email newsletter tools, platforms, media, and software for creating, managing, and distributing newsletters. Includes self-hosted options and commercial platforms. ([Read more](/details/awesome-newsletter-tools.md)) `Newsletter` `Email Marketing` `Content`
- Awesome Open Finance - A curated list of open finance and open banking resources, featuring APIs for connecting with bank accounts, making payments, and accessing financial data, enabling developers to build innovative financial applications and services. ([Read more](/details/awesome-open-finance.md)) `Open Banking` `Fintech` `Financial Apis`
- Awesome Open Governance - High-quality tools, platforms, datasets, and organizations promoting open governance, transparency, civic participation, and accountability. Resources for building more transparent and participatory government systems. ([Read more](/details/awesome-open-governance.md)) `Governance` `Transparency` `Civic Tech`
- Awesome Product Roadmaps - Collection of product roadmaps from leading companies and open-source projects. Includes examples, templates, and best practices for creating effective product roadmaps that communicate vision and strategy. ([Read more](/details/awesome-product-roadmaps.md)) `Product Management` `Strategy` `Planning`
- Awesome SEO Tools - A curated list of awesome SEO tools maintained by the SerpApi team. Comprehensive collection covering all-in-one SEO platforms, rank tracking, technical auditing, content optimization, and more. ([Read more](/details/awesome-seo-tools.md)) `Seo` `Marketing` `Tools`
- Awesome Side Projects - List of side projects for developers. Curated collection of inspiring side projects, tools for building them, and resources for turning side projects into profitable ventures. ([Read more](/details/awesome-side-projects.md)) `Side Projects` `Indie Dev` `Entrepreneurship`
- Awesome Startup - A comprehensive collection of all required resources to build your own startup including free tools, learning materials from Y Combinator and MIT, legal documents, design resources, marketing courses, and fundraising guides for founders and entrepreneurs. ([Read more](/details/awesome-startup.md)) `Startups` `Entrepreneurship` `Founders`
- Awesome Tech for Good - A selection of projects, organizations, and useful tools for social-impact tech. Includes open source social good projects from GitHub's Social Impact Showcase and resources for nonprofits. ([Read more](/details/awesome-tech-for-good.md)) `Social Impact` `Nonprofit` `Open Source`
- Hiring Without Whiteboards - List of companies that use humane, realistic interview processes instead of traditional CS trivia whiteboard interviews. Focuses on real-world skills and practical assessments. ([Read more](/details/hiring-without-whiteboards.md)) `Hiring` `Interviews` `Tech Recruitment`
- Indie Dev Toolkit - Essential tools and resources curated for indie hackers, solo founders, and bootstrapped startups building web and mobile applications, prioritizing free and freemium options. ([Read more](/details/indie-dev-toolkit.md)) `Indie Hackers` `Startup Tools` `Bootstrapping`
Business Entrepreneurship
- open-product-management - Curated resources and advice on product management for technical people. ([Read more](/details/open-product-management.md)) `Product Management` `Open Source` `Awesome Lists`
Cloud & Infrastructure
- Awesome Cloud Native - A curated list of awesome cloud-native tools, software, and tutorials covering serverless, containers, Kubernetes, microservices, and CNCF projects. ([Read more](/details/awesome-cloud-native.md)) `Cloud Native` `Kubernetes` `Cncf`
- Awesome Cloud Native (wh211212) - A comprehensive curated list of best cloud-native applications and tools inspired by CNCF's landscape, covering serverless, containers, orchestration, and modern cloud platforms. ([Read more](/details/awesome-cloud-native-wh211212.md)) `Cloud Native` `Cncf` `Containers`
- Awesome Edge Computing - A curated list of awesome edge computing frameworks, simulators, tools, and resources including K3s, KubeEdge, and IoT platforms for distributed computing at the edge. ([Read more](/details/awesome-edge-computing.md)) `Edge Computing` `Iot` `Kubernetes`
- Awesome K8S Tools - List of container and Kubernetes tools for development, deployment, security, and management including cert-manager for TLS certificate provisioning and specialized utilities for K8s operations. ([Read more](/details/awesome-k8s-tools.md)) `Kubernetes` `K8s` `Tools` `Containers` `Devops`
- Awesome Kubernetes - A curated list for awesome Kubernetes projects and tools including monitoring solutions like Prometheus and Grafana, GitOps tools like ArgoCD, and service meshes like Linkerd and Istio. ([Read more](/details/awesome-kubernetes.md)) `Kubernetes` `K8s` `Cloud Native` `Containers` `Devops`
- Awesome Kubernetes Operators - A resource tracking Kubernetes Operators including database operators, monitoring operators, and custom controllers for extending Kubernetes functionality. ([Read more](/details/awesome-kubernetes-operators.md)) `Kubernetes` `Operators` `Cloud Native`
- Awesome Kubernetes Resources - A curated list of awesome Kubernetes tools and resources including service mesh, development tools, monitoring solutions, and microservice management platforms. ([Read more](/details/awesome-kubernetes-resources.md)) `Kubernetes` `K8s` `Container Orchestration`
- Awesome Appwrite - A curated list of resources, SDKs, tutorials, and tools for Appwrite, the open-source backend server that helps developers build secure apps faster with authentication, databases, storage, and cloud functions for any platform. ([Read more](/details/awesome-appwrite.md)) `Appwrite` `Backend` `Baas`
- Awesome Cloud Cost Control - A curated list of awesome cloud cost control blogs, podcasts, standards, projects, and examples for optimizing spending across AWS, Azure, GCP, and other cloud providers. ([Read more](/details/awesome-cloud-cost-control.md)) `Cloud` `Cost Optimization` `Finops`
- Awesome Cloud Projects - Over 1100 cloud recipes, projects, tutorials, and real-world solutions for AWS, Microsoft Azure, and Google Cloud Platform. Includes infrastructure as code with Terraform, CloudFormation, CDK, and Bicep. ([Read more](/details/awesome-cloud-projects.md)) `Cloud` `Aws` `Azure` `Gcp`
- Awesome Edge - A qualitative compilation of production-ready frameworks, services and repositories with a focus on Edge Computing and IoT for building distributed edge applications. ([Read more](/details/awesome-edge.md)) `Edge Computing` `Iot` `Distributed Systems`
- Awesome FinOps Resources - A comprehensive set of principles, practices and tools from the FinOps Foundation to increase an organization's ability to understand cloud costs, make business tradeoffs, and get the most value from cloud spending. ([Read more](/details/awesome-finops-resources.md)) `Finops` `Cloud Cost` `Optimization`
- Cloud Product Mapping - An overview mapping all major services between AWS, Azure, GCP, and OCI with links to product home pages, making it easy to compare equivalent services across cloud providers. ([Read more](/details/cloud-product-mapping.md)) `Cloud` `Comparison` `Multi Cloud`
- Awesome Cloud Projects - Over 1100 cloud recipes, projects, tutorials, and real-world solutions for AWS, Microsoft Azure, and Google Cloud Platform. Includes infrastructure as code with Terraform, CloudFormation, CDK, and Bicep. ([Read more](/details/awesome-cloud-projects.md)) `Cloud` `Aws` `Azure` `Gcp`
- Awesome Cloudflare Workers - Curated list of awesome Cloudflare Workers resources, examples, and tools. Serverless execution environment on Cloudflare's edge network in 200+ cities worldwide. ([Read more](/details/awesome-cloudflare-workers.md)) `Cloudflare` `Serverless` `Edge Computing`
Computer Vision
- Awesome AR - A comprehensive collection of augmented reality resources for XR enthusiasts, covering frameworks, SDKs, tools, and development resources for building AR experiences across platforms. ([Read more](/details/awesome-ar.md)) `Augmented Reality` `Xr` `Spatial Computing`
- Awesome AR/VR Research - A collection of systems and networking related AR/VR research papers and tools from academic institutions, focusing on the infrastructure and technical challenges of immersive technologies. ([Read more](/details/awesome-arvr-research.md)) `Research` `Ar` `Vr`
- Awesome Augmented Reality - A curated list of augmented reality resources covering development frameworks, computer vision libraries, and tools for creating AR experiences that overlay digital content on the real world. ([Read more](/details/awesome-augmented-reality.md)) `Augmented Reality` `Computer Vision` `Mobile`
- Awesome Computer Vision (Educational) - A curated educational list for computer vision covering satellite imagery datasets, facial recognition research, image segmentation, SLAM, and various CV applications. ([Read more](/details/awesome-computer-vision-educational.md)) `Computer Vision` `Deep Learning` `Research`
- Awesome Mixed Reality - A curated list of resources for Mixed Reality development, including Unity tools, Meta XR SDK, and development frameworks for creating immersive MR experiences that blend physical and digital worlds. ([Read more](/details/awesome-mixed-reality.md)) `Mixed Reality` `Vr` `Ar`
- Awesome OpenCV - A curated list of OpenCV resources including tutorials, projects, and learning materials for computer vision and image processing with the OpenCV library. ([Read more](/details/awesome-opencv.md)) `Opencv` `Computer Vision` `Image Processing`
- Awesome Virtual Reality - A curated list of VR resources covering hardware, development frameworks, content creation tools, and applications for building fully immersive virtual reality experiences across platforms. ([Read more](/details/awesome-virtual-reality.md)) `Vr` `Virtual Reality` `Immersive`
- Awesome visionOS - A curated list of resources for visionOS developers building spatial computing applications for Apple Vision Pro, including frameworks, sample code, and design guidelines for immersive experiences. ([Read more](/details/awesome-visionos.md)) `Visionos` `Spatial Computing` `Apple`
- Awesome XR - A curated list of eXtended Reality frameworks, libraries, resources, and applications covering virtual reality, augmented reality, and mixed reality development across platforms. ([Read more](/details/awesome-xr.md)) `Xr` `Vr` `Ar`
- Awesome XR Companies - A collection of companies building innovative products and services in the XR (VR and AR) space, including hardware manufacturers, software platforms, and content creators. ([Read more](/details/awesome-xr-companies.md)) `Xr` `Startups` `Companies`
- Awesome 3D Gaussian Splatting - A curated list of papers, resources, and implementations for 3D Gaussian Splatting, a breakthrough technique for real-time neural rendering and 3D reconstruction from multi-view images. ([Read more](/details/awesome-3d-gaussian-splatting.md)) `3d Reconstruction` `Neural Rendering` `Graphics`
- Awesome 3D Generation - A curated list of awesome 3D generation papers covering point clouds, voxels, meshes, and neural representations for creating 3D content from various inputs. ([Read more](/details/awesome-3d-generation.md)) `3d Generation` `Neural Rendering` `Shape Synthesis`
- Awesome 3D Meshes - A curated list of famous 3D meshes, mesh processing tools, and mesh resources for computer graphics research and applications. ([Read more](/details/awesome-3d-meshes.md)) `3d Graphics` `Mesh Processing` `Computer Graphics`
- Awesome 3D Scene Generation - A curated list of awesome 3D scene generation papers, tools, and resources including city-scale world generation, indoor scenes, and interactive 3D environments. ([Read more](/details/awesome-3d-scene-generation.md)) `3d Generation` `Scene Synthesis` `Ai`
- Awesome Drone Vision - A curated collection of papers, code, datasets, and other resources for drone computer vision. Comprehensive resource for developing visual perception systems for autonomous drones and UAVs. ([Read more](/details/awesome-drone-vision.md)) `Drones` `Computer Vision` `Uav`
- Awesome Point Cloud Analysis - A list of papers and datasets about point cloud analysis and processing, covering 3D object detection, segmentation, and classification for autonomous driving and robotics. ([Read more](/details/awesome-point-cloud-analysis.md)) `Point Cloud` `3d Vision` `Lidar`
- Awesomelist 3D - An awesome list of tools available in 3D computer graphics for research in computer graphics, computer vision and machine learning applications. ([Read more](/details/awesomelist-3d.md)) `3d Graphics` `Computer Vision` `Research`
- Awesome AR/VR Research - A collection of systems and networking related AR/VR research papers and tools from academic institutions, focusing on the infrastructure and technical challenges of immersive technologies. ([Read more](/details/awesome-arvr-research.md)) `Research` `Ar` `Vr`
Creative Coding
- Awesome Generative Art - A carefully curated list of resources for creating, learning, and exploring generative art, including tools, tutorials, frameworks, and inspiration for algorithmic and computational creativity. ([Read more](/details/awesome-generative-art.md)) `Generative Art` `Creative Coding` `Computational Art`
- Awesome Graphic Novels - Comics, manga and other graphic novels that will keep you hooked for days, organized by genre including autobiographical, comedy, fiction, fantasy, historical, superhero, thriller, and horror. ([Read more](/details/awesome-graphic-novels.md)) `Comics` `Manga` `Graphic Novels` `Reading`
- Awesome Typography - A curated list about digital typography including web typography resources, typeface recommendations, font tools, and typographic design principles. ([Read more](/details/awesome-typography.md)) `Typography` `Design` `Web Fonts`
- Awesome Webcomics - A curated list of awesome webcomics spanning various genres including humor, sci-fi, fantasy, slice of life, and more, featuring both popular and indie creators. ([Read more](/details/awesome-webcomics.md)) `Webcomics` `Comics` `Art` `Entertainment`
- Awesome Webtoon Guidelines - A collection of guidelines for creating awesome webtoons and manhwa, covering best practices for vertical scrolling comics, panel layouts, storytelling techniques, and digital comic creation. ([Read more](/details/awesome-webtoon-guidelines.md)) `Webtoon` `Comics` `Manhwa` `Digital Art` `Storytelling`
- Awesome Blender - A curated list of awesome Blender addons, tools, tutorials, and 3D resources covering modeling, animation, rendering, scripting, and workflows for artists, developers, and creators using the free and open-source 3D creation suite. ([Read more](/details/awesome-blender.md)) `Blender` `3d Modeling` `Animation`
- Awesome Computer Graphics - A curated list of awesome stuff to learn computer graphics including books like Physically Based Rendering, rendering techniques, and educational resources. ([Read more](/details/awesome-computer-graphics.md)) `Computer Graphics` `Rendering` `3d`
- Awesome Graphics - Curated list of computer graphics tutorials and resources featuring Physically Based Rendering as THE rendering book and comprehensive learning materials. ([Read more](/details/awesome-graphics.md)) `Graphics` `Tutorials` `Resources`
Databases
- Awesome Database - A curated list of amazingly awesome database libraries and resources covering database systems, query languages, data modeling, and database tools. ([Read more](/details/awesome-database.md)) `Database` `Data Modeling` `Tools`
- elasticsearch - Free and open-source distributed RESTful search and analytics engine capable of addressing a growing number of use cases. It stores, searches, and analyzes large volumes of data quickly and in near real-time. Widely used for log analytics, full-text search, security intelligence, business analytics, and operational intelligence use cases. ([Read more](/details/elasticsearch.md)) `Open Source` `Search` `Distributed`
- redigo - Go client for Redis. A robust and idiomatic Redis client for Go. ([Read more](/details/redigo.md)) `Go` `Redis` `Client`
Data Competitions
- Challenges in Machine Learning - ChaLearn organizes the Challenges in Machine Learning series, providing recurring ML competitions and associated datasets for the research community. ([Read more](/details/challenges-in-machine-learning.md)) `machine-learning` `datasets` `challenges`
- CrowdANALYTIX dataX - CrowdANALYTIX dataX is a competition platform offering data science and analytics challenges with real-world datasets for practitioners and enterprises. ([Read more](/details/crowdanalytix-datax.md)) `data-science` `challenges` `datasets`
- KDD Cup 2012 - The KDD Cup 2012, organized with Tencent, is a major data mining competition that released large-scale datasets for tasks such as user behavior prediction and recommendation. ([Read more](/details/kdd-cup-2012.md)) `data-mining` `machine-learning` `challenges`
- Localytics Data Visualization Challenge - The Localytics Data Visualization Challenge is a GitHub-hosted competition centered on visual analytics using Localytics-provided datasets. ([Read more](/details/localytics-data-visualization-challenge.md)) `data-visualization` `datasets` `challenges`
- Telecom Italia Big Data Challenge - The Telecom Italia Big Data Challenge offers large-scale telecom and urban data for open data mining competitions focused on smart cities and innovation. ([Read more](/details/telecom-italia-big-data-challenge.md)) `big-data` `smart-cities` `challenges`
- Challenges in Machine Learning - ChaLearn organizes the Challenges in Machine Learning series, providing recurring ML competitions and associated datasets for the research community. ([Read more](/details/challenges-in-machine-learning.md)) `Machine Learning` `Datasets` `challenges`
- Telecom Italia Big Data Challenge - The Telecom Italia Big Data Challenge offers large-scale telecom and urban data for open data mining competitions focused on smart cities and innovation. ([Read more](/details/telecom-italia-big-data-challenge.md)) `Big Data` `smart-cities` `Challenges`
Data Engineering
- Data Science IPython Notebooks - A comprehensive collection of data science Python notebooks covering deep learning frameworks (TensorFlow, Keras, PyTorch), scikit-learn, big data (Spark, Hadoop), and essential Python libraries for data analysis. ([Read more](/details/data-science-ipython-notebooks.md)) `Data Science` `Jupyter` `Python`
- Awesome Data Analysis - 500+ curated resources for data analysis and data science including Python, SQL, Statistics, ML, AI, visualization tools, cheatsheets, roadmaps, and interview preparation for beginners and experts. ([Read more](/details/awesome-data-analysis.md)) `Data Analysis` `Data Science` `Python`
- Awesome Data Pipeline - A curated list of data pipeline tools and frameworks organized by category including workflow management, data ingestion, data lakes, query engines, streaming, and data transformation. ([Read more](/details/awesome-data-pipeline.md)) `Data Pipelines` `Workflow Management` `Stream Processing`
- Awesome Database Development - Awesome materials about database development including distributed database systems, database papers, and resources for building scalable data infrastructure. ([Read more](/details/awesome-database-development.md)) `Databases` `Distributed Systems` `Development`
- Awesome Databases - A curated list of awesome databases including Redis, RethinkDB, MongoDB, neo4j, OrientDB, ArangoDB, and other SQL and NoSQL database systems. ([Read more](/details/awesome-databases.md)) `Databases` `Sql` `Nosql`
- Awesome ETL - A curated list of notable ETL (Extract, Transform, Load) frameworks, libraries, and software for building robust data pipelines and managing data integration workflows. ([Read more](/details/awesome-etl.md)) `Etl` `Data Pipelines` `Data Integration`
- Awesome Graph Universe - A curated list of resources for graph-related topics including graph databases, graph analytics, graph science, and graph computing tools for processing connected data. ([Read more](/details/awesome-graph-universe.md)) `Graph Databases` `Graph Analytics` `Data Science`
- Awesome Kafka - A curated list of awesome Apache Kafka resources, tools, libraries, and applications for building event-driven architectures and real-time data streaming platforms. ([Read more](/details/awesome-kafka.md)) `Kafka` `Streaming` `Event Driven` `Data Pipelines`
- Awesome Kafka Connect - A curated list of Kafka Connect connectors including generic JMS source and sink for IBM MQ, ActiveMQ, TIBCO EMS, Solace PubSub, and RabbitMQ. Essential for Kafka integration with message brokers and enterprise systems. ([Read more](/details/awesome-kafka-connect.md)) `Kafka` `Connectors` `Integration`
- Awesome Knowledge Graph - A curated list of knowledge graph related learning materials, databases, tools, and resources covering graph databases like Neo4j, Dgraph, and semantic web technologies. ([Read more](/details/awesome-knowledge-graph.md)) `Knowledge Graphs` `Graph Databases` `Semantic Web`
- Awesome Pandas - A collection of resources for pandas (Python) and related subjects including tutorials, cheat sheets, videos, and adjacent libraries like NumPy, matplotlib, and Jupyter for data analysis. ([Read more](/details/awesome-pandas.md)) `Python` `Data Analysis` `Pandas`
- Awesome Scientific Python - A curated list of awesome scientific Python resources covering NumPy, SciPy, pandas, matplotlib, and domain-specific scientific computing libraries. ([Read more](/details/awesome-scientific-python.md)) `Python` `Scientific Computing` `Numpy`
- Awesome SQL - A curated list of tools and techniques for working with relational databases, SQL query optimization, database design, and best practices. ([Read more](/details/awesome-sql.md)) `Sql` `Databases` `Query Optimization`
- Awesome Open-Source Data Engineering - A comprehensive collection of open-source projects for data engineering, covering workflow orchestration, data processing, streaming, storage, and quality tools used in modern data platforms. ([Read more](/details/awesome-open-source-data-engineering.md)) `Open Source` `Data Pipelines` `Etl`
- Awesome Apache Airflow - A curated collection of resources, plugins, tools, and best practices for Apache Airflow, the leading open-source platform for orchestrating complex data workflows and ETL pipelines. ([Read more](/details/awesome-apache-airflow.md)) `Workflow` `Orchestration` `Etl`
- Awesome Data Mesh - Curated collection of resources about Data Mesh, a modern data architecture paradigm that decentralizes data management across organizational domains. Includes books, workshops, videos, and community resources. ([Read more](/details/awesome-data-mesh.md)) `Data Mesh` `Data Architecture` `Distributed Data`
- Awesome Database Design - A collection of resources and tutorials to design better database schemas, covering normalization, indexing strategies, performance optimization, and best practices. ([Read more](/details/awesome-database-design.md)) `Database` `Schema Design` `Sql`
- Awesome Geospatial - A long list of geospatial tools and resources covering GIS software, spatial databases, web mapping libraries, remote sensing tools, Python geospatial libraries, and resources for working with geographic information systems and spatial data. ([Read more](/details/awesome-geospatial.md)) `Gis` `Mapping` `Geospatial`
- Awesome Modern Data Stack - Curated collection of cloud-native tools and technologies for modern data infrastructure. Covers data integration, warehouses, transformation, orchestration, quality, streaming, and analytics across 21+ domains. ([Read more](/details/awesome-modern-data-stack.md)) `Data Stack` `Cloud Native` `Data Tools`
- Awesome Semantic Web - A curated list of various semantic web and linked data resources, featuring RDF stores, triple stores, and tools from companies like Stardog and the Enterprise Knowledge Graph Foundation. ([Read more](/details/awesome-semantic-web.md)) `Semantic Web` `Linked Data` `Rdf`
- Open Knowledge Graphs - A search engine for ontologies, controlled vocabularies, and semantic web tools helping discover and utilize existing knowledge graphs and semantic resources. ([Read more](/details/open-knowledge-graphs.md)) `Knowledge Graphs` `Semantic Web` `Ontologies`
- Awesome SQL Playground - A curated list of the best SQL playgrounds and online SQL compilers for practicing and testing SQL queries directly in your browser. ([Read more](/details/awesome-sql-playground.md)) `Awesome Lists` `Sql` `Playground` `Databases`
- City2Graph - A Python library for converting GTFS data into graph representations for network analysis and Graph Neural Networks (GNNs). Supports loading GTFS feeds, constructing transit graphs, network centrality analysis, and isochrone-based accessibility analysis on multimodal networks. ([Read more](/details/city2graph.md)) `Gtfs` `Graph` `Python`
- gtfs-via-duckdb - Analyse GTFS Schedule data by importing it into a DuckDB database. Tool for GTFS data analysis. ([Read more](/details/gtfs-via-duckdb.md)) `Gtfs` `Duckdb` `Open Source`
Data Science
- Awesome Genomics - Cancer Data Science's curated collection of excellent genomics tools and packages from the Broad Institute, focusing on computational methods for analyzing genetic and genomic data. ([Read more](/details/awesome-genomics.md)) `Genomics` `Bioinformatics` `Research`
- Awesome Astro Datascience - List of resources for astronomy data science covering machine learning in astronomy, data analysis tools, and computational astrophysics. Resources for astronomers interested in data science. ([Read more](/details/awesome-astro-datascience.md)) `Astronomy` `Data Science` `Machine Learning`
- Awesome Astronomy Tools - A collection of awesome tools, resources and shiny toys for astronomy research. Software and libraries for professional astronomers and astrophysicists. ([Read more](/details/awesome-astronomy-tools.md)) `Astronomy` `Research` `Tools`
- Awesome CRDT - A comprehensive collection of CRDT (Conflict-free Replicated Data Type) resources including implementations like Yjs, Automerge, and RON, research papers, tutorials, and tools for building distributed systems with automatic conflict resolution for offline-first and collaborative applications. ([Read more](/details/awesome-crdt.md)) `Crdts` `Distributed Systems` `Conflict Resolution`
- Awesome Data Science Viz - A curated list of data science, machine learning, and visualization tools with emphasis on Python, D3, and web applications. Comprehensive resource for data science workflows. ([Read more](/details/awesome-data-science-viz.md)) `Data Science` `Visualization` `Python`
- Awesome Data Synthesis - A curated list of resources for creating synthetic data across multiple domains including tabular, time-series, images, and text, featuring tools like CTGAN for high-fidelity tabular data synthesis and comprehensive frameworks for various data types. ([Read more](/details/awesome-data-synthesis.md)) `Data Synthesis` `Synthetic Data` `Machine Learning`
- Awesome Drug Discovery - A collection of drug discovery and deep learning papers covering AI-driven pharmaceutical research. ([Read more](/details/awesome-drug-discovery.md)) `Drug Discovery` `Deep Learning` `Bioinformatics`
- Awesome Earth Observation Code - A curated list of awesome tools, tutorials, code, projects, and resources about Earth Observation and Geospatial Satellite Imagery. Essential for remote sensing and satellite data analysis. ([Read more](/details/awesome-earth-observation-code.md)) `Satellite` `Geospatial` `Remote Sensing`
- Awesome Feature Engineering - A curated list of resources dedicated to feature engineering techniques for machine learning, covering methods to extract and transform features for improved model performance. ([Read more](/details/awesome-feature-engineering.md)) `Feature Engineering` `Machine Learning` `Data Science`
- Awesome JAXtronomy - Curated list of awesome JAX libraries, projects, and other resources specifically from the field of astronomy and astrophysics. Modern computational tools for astronomical research. ([Read more](/details/awesome-jaxtronomy.md)) `Astronomy` `Jax` `Astrophysics`
- Awesome Remote Sensing - Collection of remote sensing resources including tools, libraries, and datasets for analyzing satellite and aerial imagery. Covers multispectral analysis, change detection, and earth observation applications. ([Read more](/details/awesome-remote-sensing.md)) `Remote Sensing` `Satellite` `Earth Observation`
- Awesome Space - A list of awesome space-related packages and resources maintained by The Orbital Index. Covers orbital mechanics, satellite tracking, space mission data, and aerospace software. ([Read more](/details/awesome-space.md)) `Space` `Aerospace` `Satellites`
- Awesome Statistics - A curated collection of links to statistics material including 1992 active links total, with 296 awesome/recommended resources covering statistical methods, software, textbooks, and learning materials for statisticians and data scientists. ([Read more](/details/awesome-statistics.md)) `Statistics` `Mathematics` `Research`
- Awesome Synthetic Data - A curated list of open source and commercial synthetic data tools, primarily focused on tabular data generation using GANs and other advanced techniques for privacy-preserving data synthesis, testing, and machine learning augmentation. ([Read more](/details/awesome-synthetic-data.md)) `Synthetic Data` `Data Generation` `Privacy`
- Awesome Synthetic Datasets - A curated collection focused on synthetic text datasets with emphasis on LLM-based approaches for building synthetic datasets, helping developers and researchers get started with data synthesis for training and fine-tuning language models. ([Read more](/details/awesome-synthetic-datasets.md)) `Synthetic Data` `Llm` `Text Datasets`
- Best of Jupyter - A ranked list of awesome Jupyter Notebook, Hub and Lab projects including extensions, kernels, and tools. Updated weekly with rankings and statistics for the Jupyter ecosystem. ([Read more](/details/best-of-jupyter.md)) `Jupyter` `Notebooks` `Data Science`
- Pandas Cookbook - Recipes for using Python's pandas library. A collection of practical examples and recipes for pandas data manipulation. ([Read more](/details/pandas-cookbook.md)) `Python` `Pandas` `Data Analysis` `Open Source`
- StatsForecast - Lightning fast forecasting with statistical and econometric models. An open-source Python library for time series forecasting using modern statistical methods. ([Read more](/details/statsforecast.md)) `Python` `Forecasting` `Time Series` `Open Source`
Datasets
- 53.5B Web Clicks of 100K Users in Indiana University - Clickstream dataset with 53.5 billion web clicks from 100,000 anonymized users at Indiana University, useful for studying browsing behavior, recommendation, and network traffic patterns; included in an awesome curated datasets list. ([Read more](/details/535b-web-clicks-of-100k-users-in-indiana-university.md)) `datasets` `internet` `big-data`
- B3FD - Biometrically Filtered Famous Figure Dataset for Age Estimation - A facial age and gender estimation dataset with approximately 375k images of famous figures, biometrically filtered to improve label quality. Indexed within an awesome machine learning datasets collection. ([Read more](/details/b3fd-biometrically-filtered-famous-figure-dataset-for-age-estimation.md)) `datasets` `machine-learning` `computer-vision`
- Brain Catalogue - An open resource providing high-resolution 3D reconstructions and anatomical data of brains from multiple species for comparative neuroanatomy and neuroscience research. ([Read more](/details/brain-catalogue.md)) `datasets` `neuroscience` `3d`
- Canada Science and Technology Museums Corporation Open Data - An open data portal from the Canada Science and Technology Museums Corporation, listing machine‑readable datasets about the collections and activities of Canadian science and technology museums, cataloged within the Awesome Public Datasets museums section. ([Read more](/details/canada-science-and-technology-museums-corporation-open-data.md)) `datasets` `museums` `open-data`
- CERN Open Data Portal - A curated portal by CERN providing open access to data from LHC experiments and related high‑energy physics research, referenced within an awesome-style curated list of physics data resources. ([Read more](/details/cern-open-data-portal.md)) `datasets` `physics` `open-data`
- Context-aware data sets from five domains - A set of context-aware recommendation datasets across five domains, distributed with CARSKit, for research in context-aware recommender systems and machine learning. Part of an awesome public datasets listing. ([Read more](/details/context-aware-data-sets-from-five-domains.md)) `datasets` `recommendation` `machine-learning`
- Cooper-Hewitt Collection Database - An open collection database from the Cooper Hewitt, Smithsonian Design Museum, providing programmatic access to object metadata and images, included as a museum entry in the Awesome Public Datasets directory. ([Read more](/details/cooper-hewitt-collection-database.md)) `datasets` `museums` `apis`
- Criteo Click-Through Rate Dataset - Public click-through and display advertising dataset released by Criteo for CTR prediction research, widely used in machine learning benchmarks and included in awesome advertising/clickstream datasets lists. ([Read more](/details/criteo-click-through-rate-dataset.md)) `datasets` `advertising` `machine-learning`
- Crystallography Open Database - An open-access collection of crystal structure data, included in an awesome directory of physics-related open datasets. ([Read more](/details/crystallography-open-database.md)) `datasets` `physics` `chemistry`
- Delve Datasets for classification and regression - A collection of standardized datasets for classification and regression tasks maintained by the University of Toronto’s DELVE project, widely used for benchmarking machine learning algorithms and referenced in awesome dataset directories. ([Read more](/details/delve-datasets-for-classification-and-regression.md)) `datasets` `machine-learning` `benchmark`
- Discogs Monthly Data - Regularly published dumps of the Discogs music database, including releases, artists, and labels, suitable for recommendation, graph, and other machine learning research. Listed within an awesome public datasets compilation. ([Read more](/details/discogs-monthly-data.md)) `datasets` `music` `open-data`
- FCP-INDI - The Functional Connectomes Project and International Neuroimaging Data-sharing Initiative (FCP-INDI) hosts large-scale open-access neuroimaging datasets focused on resting-state and task-based fMRI. ([Read more](/details/fcp-indi.md)) `datasets` `neuroscience` `medical-imaging`
- Foursquare Dataset from UMN/Sarwat (2013) - A 2013 Foursquare check-in dataset released by the University of Minnesota/Sarwat group, cataloged within the Awesome Data Project (APD) social networks collection for use in research on location-based social networks. ([Read more](/details/foursquare-dataset-from-umnsarwat-2013.md)) `datasets` `social` `location`
- GitHub Collaboration Archive - An archive of public GitHub events capturing collaboration activity across repositories and users, referenced in the Awesome Data Project as a key social network / developer activity dataset. ([Read more](/details/github-collaboration-archive.md)) `datasets` `developer-tools` `social`
- High-Resolution Contact Networks from Wearable Sensors - A collection of high-resolution temporal contact network datasets collected via wearable proximity sensors, included in the Awesome Data Project social networks category for studying human contact patterns. ([Read more](/details/high-resolution-contact-networks-from-wearable-sensors.md)) `datasets` `healthcare` `social`
- Indie Map - Indie Map provides a social graph and crawl data of prominent IndieWeb sites, cataloged in the Awesome Data Project as a specialized social network dataset for IndieWeb communities. ([Read more](/details/indie-map.md)) `datasets` `social` `web`
- Iranis - A large-scale dataset of Farsi and Arabic license plate characters for character recognition and license plate recognition research, registered within an awesome public machine learning datasets collection. ([Read more](/details/iranis.md)) `datasets` `computer-vision` `transportation`
- Labeled Faces in the Wild - A classic benchmark dataset of thousands of labeled face images collected from the web, designed for unconstrained face recognition research and commonly featured in awesome machine learning dataset collections. ([Read more](/details/labeled-faces-in-the-wild.md)) `datasets` `computer-vision` `machine-learning`
- Maddison Project Database - A historical dataset providing comparative economic performance indicators, especially GDP per capita and population, spanning centuries for many countries. Included in the Awesome Public Datasets economics list as a foundational, long‑run macroeconomic data resource with versioned releases and documentation. ([Read more](/details/maddison-project-database.md)) `datasets` `economics` `history`
- Massive Visual Memory Stimuli - A large collection of visual stimuli from MIT designed for visual memory experiments. Listed as an image-processing dataset inside an awesome-style data collection, it forms part of the Awesome meta-directory of datasets. ([Read more](/details/massive-visual-memory-stimuli.md)) `datasets` `computer-vision` `research`
- MeDAL - MeDAL (Medical Abbreviation Disambiguation Library) is a large medical text dataset curated for abbreviation disambiguation tasks, included in the Awesome Public Datasets healthcare collection. ([Read more](/details/medal.md)) `datasets` `healthcare` `nlp`
- Merklemap DNS Records Dataset - Commercial-scale DNS records database from Merklemap containing over 4 billion DNS records across 700 million unique domains, used for Internet measurement, security, and enrichment, listed among awesome DNS/networking datasets. ([Read more](/details/merklemap-dns-records-dataset.md)) `datasets` `dns` `security`
- MIRAGE-2019 - Human-generated mobile traffic analysis dataset (MIRAGE-2019) from the COMICS group at University of Napoli, providing labeled mobile network traffic traces for research in classification and behavior analysis; curated in awesome networking datasets directories. ([Read more](/details/mirage-2019.md)) `datasets` `networking` `traffic-analysis`
- MNIST database of handwritten digits - A classic benchmark dataset of handwritten digits curated by Yann LeCun, widely used in machine learning and computer vision research. It is included as one of the image processing entries in an awesome-style data directory, making it part of the broader Awesome ecosystem of curated datasets. ([Read more](/details/mnist-database-of-handwritten-digits.md)) `datasets` `computer-vision` `machine-learning`
- Mobile Social Networks from UMASS - A set of mobile social network datasets from UMass, covering mobility and interaction patterns and listed in the Awesome Data Project social networks collection. ([Read more](/details/mobile-social-networks-from-umass.md)) `datasets` `mobile` `social`
- Netflix Prize Data - The Netflix Prize dataset, hosted on Kaggle, contains anonymized movie rating data released for the famous recommendation system competition aimed at improving Netflix’s recommendation accuracy. ([Read more](/details/netflix-prize-data.md)) `datasets` `recommendation` `machine-learning`
- Neuroelectro - A database that organizes and standardizes electrophysiological properties of neurons from published literature, enabling quantitative comparison across neuron types. ([Read more](/details/neuroelectro.md)) `datasets` `neuroscience` `biosignals`
- Number of Ebola Cases and Deaths in Affected Countries (2014) - A humanitarian dataset on Ebola cases and deaths during the 2014 outbreak, hosted on HDX and linked from the Awesome Public Datasets healthcare list. ([Read more](/details/number-of-ebola-cases-and-deaths-in-affected-countries-2014.md)) `datasets` `healthcare` `epidemiology`
- OpenfMRI - An open database of task-based and resting-state fMRI datasets designed to promote data sharing and reuse in cognitive and clinical neuroscience. ([Read more](/details/openfmri.md)) `datasets` `neuroscience` `medical-imaging`
- OpenNeuro - An open repository for sharing, curating, and accessing BIDS-compliant neuroimaging datasets, supporting reproducible research in human neuroscience. ([Read more](/details/openneuro.md)) `datasets` `neuroscience` `open-data`
- Penn World Table - A widely used database of national accounts that provides comparable measures of real GDP, output, productivity, and price levels across countries and over time. It is part of the Awesome Public Datasets economics collection as a core macroeconomic reference dataset with downloadable tables and documentation. ([Read more](/details/penn-world-table.md)) `datasets` `macroeconomics` `economics`
- PhysioBank Databases - A large and growing archive of physiologic signal databases (ECG, EEG, and related biosignals) provided via PhysioNet, included in the Awesome Public Datasets healthcare list. ([Read more](/details/physiobank-databases.md)) `datasets` `healthcare` `biosignals`
- Quantum Simulations of an Electron in a 2D Potential Well Dataset - Open research data associated with quantum simulations of an electron in a two-dimensional potential well, linked via DOI from an awesome physics data directory. ([Read more](/details/quantum-simulations-of-an-electron-in-a-2d-potential-well-dataset.md)) `datasets` `physics` `quantum-computing`
- Reddit Comments - A large-scale archive of Reddit comments hosted by Pushshift, indexed in the Awesome Data Project as a key social media conversation dataset. ([Read more](/details/reddit-comments.md)) `datasets` `social` `big-data`
- SEER-YR2005.LO_2ND_HALF - July–December 2005 Louisiana diagnoses (a special subset of SEER data) included in the SEER November 2017 release and cataloged within Awesome Public Datasets. Useful as a focused regional cancer dataset, including prostate cases, for temporal or registry-specific analyses. ([Read more](/details/seer-yr2005lo_2nd_half.md)) `datasets` `healthcare` `epidemiology`
- Shape-from-Silhouette 3D Model Repository - A collection of several shape-from-silhouette datasets for 3D reconstruction tasks. Listed in an awesome data/image-processing directory, it contributes to the Awesome meta-collection of vision resources. ([Read more](/details/shape-from-silhouette-3d-model-repository.md)) `datasets` `3d` `computer-vision`
- Shopper Intent Prediction from Clickstream E‑Commerce Data - GitHub repository and dataset from Coveo for predicting shopper intent based on minimal e‑commerce clickstream data, used as a benchmark in recommendation and behavior modeling and cataloged in awesome dataset collections. ([Read more](/details/shopper-intent-prediction-from-clickstream-ecommerce-data.md)) `datasets` `ecommerce` `machine-learning`
- Skytrax Air Travel Reviews Dataset - A dataset of airline and airport reviews scraped from Skytrax and published on GitHub, referenced by the Awesome Data Project in the social networks / user reviews category. ([Read more](/details/skytrax-air-travel-reviews-dataset.md)) `datasets` `transportation` `reviews`
- SourceForge.net Research Data - A collection of SourceForge project and activity datasets from the University of Notre Dame, listed in the Awesome Data Project as an open-source software development social network resource. ([Read more](/details/sourceforgenet-research-data.md)) `datasets` `open-source` `developer-tools`
- Spanish Flu Dataset (1918–1920) - A historical dataset on the 1918–1920 Spanish Flu pandemic, including case and mortality information, hosted on Kaggle and indexed in the Awesome Public Datasets healthcare category. ([Read more](/details/spanish-flu-dataset-19181920.md)) `datasets` `healthcare` `history`

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