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docs/awesome/awesome-agi-cocosci.md

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* [Minimax entropy principle and its application to texture modeling](https://www.dam.brown.edu/people/mumford/vision/papers/1997e--MinimaxEntropy-NC.pdf) - ***Neural Computing***, 1997. [[All Versions](https://scholar.google.com/scholar?oi=bibs&hl=en&cluster=407872717119429940)].
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* [Parameter Expansion for Data Augmentation](http://www.stat.ucla.edu/~ywu/research/papers/PXDA.pdf) - ***Journal of the American Statistical Association***, 1999. [[All Versions](https://scholar.google.com/scholar?oi=bibs&hl=en&cluster=15342818142955984734)].
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* [Parameter Expansion for Data Augmentation](https://www.tandfonline.com/doi/abs/10.1080/01621459.1999.10473879) - ***Journal of the American Statistical Association***, 1999. [[All Versions](https://scholar.google.com/scholar?cluster=15342818142955984734)]. [[Preprint](http://www.stat.ucla.edu/~ywu/research/papers/PXDA.pdf)]. Viewing the observed data of a statistical model as incomplete and augmenting its missing parts are useful for clarifying concepts and central to the invention of two well-known statistical algorithms: expectation-maximization (EM) and data augmentation. Recently, the authors demonstrated that expanding the parameter space along with augmenting the missing data is useful for accelerating iterative computation in an EM algorithm. The main purpose of this article is to rigorously define a parameter expanded data augmentation (PX-DA) algorithm and to study its theoretical properties. The PX-DA is a special way of using auxiliary variables to accelerate Gibbs sampling algorithms and is closely related to reparameterization techniques.
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* [Image segmentation by data-driven markov chain monte carlo](http://www.stat.ucla.edu/~sczhu/papers/DDMCMC_reprint.pdf) - ***IEEE Transactions on Pattern Analysis and Machine Intelligence***, 2002. [[All Versions](https://scholar.google.com/scholar?cluster=3461400072144667491&hl=en&as_sdt=0,5)]. Classic method for image segmentation via generative modeling.
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docs/awesome/awesome-cl.md

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* [lmdb](https://github.com/antimer/lmdb) - Bindings to [LMDB](http://www.lmdb.tech/doc/), the Lightning Memory-mapped Database, an ACID key-value database with MultiVersion Concurrency Control.
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* [cl-ndbapi](https://github.com/datagraph/cl-ndbapi) - bindings to the C++ NDB API of [RonDB](https://www.rondb.com/), "the world's fastest key value store", by [Dydra](https://dydra.com/home). GPLv2.
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* [cl-duckdb](https://github.com/ak-coram/cl-duckdb) - Common Lisp CFFI wrapper around the DuckDB C API. [MIT][200].
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* [cl-bunny](https://github.com/cl-rabbit/cl-bunny) - Common Lisp RabbitMQ client based on IOLib. MIT.
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Migration tools
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---------------

docs/awesome/awesome-detection-engineering.md

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- [Detection Engineering with Splunk](https://github.com/west-wind/Threat-Hunting-With-Splunk) - A GitHub repo dedicated to sharing detection analytics in SPL.
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- [Google Cloud Security Analytics](https://github.com/GoogleCloudPlatform/security-analytics) - This repository serves as a community-driven list of sample security analytics for auditing cloud usage and for detecting threats to your data & workloads in Google Cloud.
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- [KQL Advanced Hunting Queries & Analytics Rules](https://github.com/Bert-JanP/Hunting-Queries-Detection-Rules) - A list of endpoint detections and hunting queries for Microsoft Defender for Endpoint, Defender For Identity, and Defender For Cloud Apps.
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- [Detections Digest | Sergey Polzunov](https://detections-digest.rulecheck.io) - A newsletter that features updates from many popular detection content sources listed here.
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## Logging, Monitoring & Data Sources
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docs/awesome/awesome-developer-first.md

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* [MarsCode](https://www.marscode.com/?utm_source=github&utm_medium=rm) - AI-powered cloud-based IDE.
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## Infrastructure as Code
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*Declare your infrastructure and reproducibly provision cloud infrastrucure from it.*
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*Declare your infrastructure and reproducibly provision cloud infrastructure from it.*
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* [Pulumi](https://www.pulumi.com/) - Developer-first IaC with Python, TypeScript, Go and more languages...
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* [Terraform](https://www.hashicorp.com/products/terraform) - DSL, open-source, and free (paid solution adds team management, policy-as-code...). [![Terraform](https://img.shields.io/github/stars/hashicorp/terraform?style=flat-square&logo=github&labelColor=%230D1117&color=%23161B22)](https://github.com/hashicorp/terraform)
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* [Terrateam](https://terrateam.io/) - GitOps-first open-source Infrastructure as Code automation for Terraform, OpenTofu, Terragrunt, CDKTF, and Pulumi. [![Terrateam](https://img.shields.io/github/stars/terrateamio/terrateam?style=flat-square&logo=github&labelColor=%230D1117&color=%23161B22)](https://github.com/terrateamio/terrateam)
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## Integrations
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*Integration management systems or products that ease integration development.*

docs/awesome/awesome-dotnet.md

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* [FFImageLoading - Fast & Furious Image Loading](https://github.com/luberda-molinet/FFImageLoading) - This Library to load images quickly & easily on Xamarin.iOS, Xamarin.Android, Xamarin.Forms, Xamarin.Mac / Xamarin.Tizen and Windows (UWP, WinRT)
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* [Ocelot](https://github.com/ThreeMammals/Ocelot) - .NET core API Gateway
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* [CommandQuery](https://github.com/hlaueriksson/CommandQuery) - Command Query Separation for 🌐ASP.NET Core ⚡AWS Lambda ⚡Azure Functions ⚡Google Cloud Functions 🌐ASP.NET Web API 2
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* [Population.NET](https://github.com/Authentic199/Population.NET) - A .NET library allows clients to specify the exact fields they need, reducing unnecessary data transfer by avoiding the retrieval of all fields by default.
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## Application Frameworks
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* [UnitsNet](https://github.com/angularsen/UnitsNet) - Makes life working with units of measurement just a little bit better.
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* [Another Redis Desktop Manager](https://github.com/qishibo/AnotherRedisDesktopManager) - A faster, better and more stable redis desktop manager [GUI client], compatible with Linux, Windows, Mac. What's more, it won't crash when loading massive keys.
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* [OctaneEngine](https://github.com/gregyjames/OctaneDownloader) - A high performance multipart downloader with many features such as pause/resume support, asynchronous progress, and throttling.
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* [FastCloner](https://github.com/lofcz/FastCloner) - Fast deep cloning library for .NET 8+. Zero-config, works out of the box.
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## Trading
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docs/awesome/awesome-love2d.md

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* [Löve-Nuklear](https://github.com/keharriso/love-nuklear) - Lightweight immediate mode GUI for LÖVE games.
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* [Lovely Toasts](https://codeberg.org/togfox/Lovely-Toasts) - Floating speech bubbles with text of your choice.
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* [lovr-ui2d](https://github.com/immortalx74/lovr-ui2d) - An immediate mode GUI library for LÖVR and LÖVE.
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* [Luis](https://github.com/SiENcE/luis) - LUIS (Love UI System) - A retained Mode UI Framework for LÖVE with Input processing (mouse, keyboard, touch, gamepad), Layer-, Grid-, State-, Theming-system, UI Editor, 16+ Widgets (for Desktop & Mobile).
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* [Lynx](https://gitlab.com/TSnake41/lynx) - Very-lightweight list-based UI library.
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* [NLay](https://github.com/MikuAuahDark/NPad93#nlay) - Flexible layouting library.
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* [Patchy](https://github.com/excessive/patchy) - 9patch library.
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* [ParticleEditor](https://github.com/MusouCrow/ParticleEditor) - An editor of particle for LÖVE.
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* [particle-system-playground](https://github.com/santoslove/particle-system-playground) - A basic LÖVE particle system editor.
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* [require.lua](https://github.com/premek/require.lua) - Require all files in a folder.
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* [smiti18n](https://github.com/Oval-Tutu/smiti18n) - A very complete internationalization library for Lua with LÖVE support.
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* [splashy](https://github.com/videah/splashy) - Splash Screen Library.
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* [ShakeDetectorLua](https://github.com/azoyan/ShakeDetectorLua) - Uses accelerometer data for shake device detection written in Lua.
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* [text2.love](https://git.sr.ht/~akkartik/text2.love) - Full-featured text editor for prose (not code).

docs/awesome/awesome-mongodb.md

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- [50 Tips and Tricks for MongoDB Developers](https://www.oreilly.com/library/view/50-tips-and/9781449306779/) - Advanced MongoDB tips and tricks, given by a MongoDB inc. engineer
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- [Builder Book](https://builderbook.org) - Learn how to build a full stack JavaScript web app from scratch
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- [MongoDB Applied Design Patterns (Rick Copeland)](https://www.oreilly.com/library/view/mongodb-applied-design/9781449340056/)
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- [MongoDB in Action, Third Edition (Arek Borucki)](https://www.manning.com/books/mongodb-in-action-third-edition)
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- [Practical MongoDB Aggregations E-Book](https://www.practical-mongodb-aggregations.com/) - Free e-book: How to develop effective and optimal data manipulation and analytics pipelines
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- [The Little MongoDB Book](https://github.com/mongodb-developer/the-little-mongodb-book) - Basic introduction
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- [SaaS Boilerplate Book](https://builderbook.org/book) - Learn how to build a production-ready SaaS web app from scratch

docs/awesome/awesome-neovim.md

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- [diegoulloao/neofusion.nvim](https://github.com/diegoulloao/neofusion.nvim) - A theme compatible with Tree-sitter inspired by `gruvbox.nvim`.
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- [bartekjaszczak/luma-nvim](https://gitlab.com/bartekjaszczak/luma-nvim) - A colorful theme with dark/light modes and adjustable contrast. Supports Tree-sitter and semantic highlighting.
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- [bartekjaszczak/finale-nvim](https://gitlab.com/bartekjaszczak/finale-nvim) - A balanced dark theme, blending vivid and pastel colors for a comfortable, high-contrast experience. Supports Tree-sitter and semantic highlighting.
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- [m15a/nvim-srcerite](https://github.com/m15a/nvim-srcerite) - A colorscheme inspired by [Srcery](https://srcery.sh/), based on `nvim-highlite`.
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- [echasnovski/mini.nvim#mini.doc](https://github.com/echasnovski/mini.nvim/blob/main/readmes/mini-doc.md) - Module of `mini.nvim` for generation of help files from EmmyLua-like annotations. Allows flexible customization of output via hook functions.
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- [milisims/nvim-luaref](https://github.com/milisims/nvim-luaref) - A reference for builtin Lua functions.
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- [echasnovski/mini.nvim#mini.test](https://github.com/echasnovski/mini.nvim/blob/main/readmes/mini-test.md) - Module of `mini.nvim` with framework for writing extensive Neovim plugin tests. Supports hierarchical tests, hooks, parametrization, filtering, screen tests, "busted-style" emulation, customizable reporters, and more.
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- [miversen33/import.nvim](https://github.com/miversen33/import.nvim) - A safe require replacement with niceties.
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- [ray-x/guihua.lua](https://github.com/ray-x/guihua.lua) - A Lua UI library. Includes a fzy search bar, list view and tree view modules.
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- [anuvyklack/animation.nvim](https://github.com/anuvyklack/animation.nvim) - Create animations.
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- [nfrid/treesitter-utils](https://github.com/nfrid/treesitter-utils) - Some useful Tree-sitter methods.

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