GPyTorch is a Gaussian process library implemented using PyTorch, designed for creating scalable, flexible, and modular Gaussian process models. It performs most inference operations using numerical linear algebra techniques such as preconditioned conjugate gradients, and provides GPU acceleration through matrix-vector-multiplication-based inference. Installation requires Python 3.10 or later, PyTorch 2.4.1 or later, and NumPy 2.0 or later.
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Incanter is a Clojure-based, R-like platform for statistical computing and graphics. It provides charting and visualization, mathematical, statistical, matrix and linear algebra, and data manipulation functions. It can be used as a standalone interactive data analysis environment or embedded within other analytics systems as a modular suite of libraries.
This website presents the grammar of New Ithkuil, a constructed human-usable language. The language uses a matrix of grammatical concepts intended to express deeper levels of human cognition more overtly, logically, and precisely than natural languages. It is based on a predecessor, Ithkuil, and has been significantly modified to incorporate suggestions for improvements and new ideas from its author. New Ithkuil is more systematic and regularized in its structure compared to its predecessor.
lambda-ml is a small machine learning library written in Lisp, specifically Clojure, aimed at simple, concise implementations of machine learning techniques and utilities. It covers supervised algorithms such as neural networks, decision trees, ensemble methods, k-nearest neighbors, linear and logistic regression, naive Bayes and random forest, plus unsupervised methods including DBSCAN, hierarchical clustering, k-means and non-negative matrix factorization.
Production-grade platform for building agentic IM bots - 生产级多平台智能机器人开发平台/ Agent、知识库编排、插件系统 / Bots for Discord / Slack / LINE / Telegram / WeChat(企业微信, 企微智能机器人, 公众号) / 飞书 / 钉钉 / QQ / Matrix e.g. Integrated with ChatGPT(GPT), DeepSeek, Dify, n8n, Langflow, Coze, Claude, Gemini, GLM, Ollama, SiliconFlow, Moonshot, openclaw / hermes agent, deerflow
LightFM is a Python implementation of recommendation algorithms for implicit and explicit feedback. It allows item and user metadata to be incorporated into matrix factorization algorithms, representing users and items as sums of latent feature representations. Installation is available from PyPI, and a Docker setup is provided for running examples and tests.
An MIT OpenCourseWare course covering matrix theory and linear algebra, emphasizing topics useful in physics, economics, social sciences, natural sciences and engineering. It is designed for independent study and includes lecture videos by Gilbert Strang, summary notes, problem solving videos, and problem sets with solutions.
bridge between mattermost, IRC, gitter, xmpp, slack, discord, telegram, rocketchat, twitch, ssh-chat, zulip, whatsapp, keybase, matrix, microsoft teams, nextcloud, mumble, vk and more with REST API (mattermost not required!)
Moment is described as a free and open-source Matrix powerclient for Linux. It is a maintained fork of Mirage and is presented as keyboard operable, with dedicated bindings for every functionality. The page also states it is responsive, compatible with many clients, bridges to different protocols, and supports multiple accounts and themes.
The MXNet Clojure package brings GPU computing and deep learning to the Clojure programming language. It enables tensor and matrix computation with multiple GPUs in Clojure, and allows constructing and customizing deep learning models for tasks such as image classification and data science challenges.
A notebook project that implements llama3 from scratch, one tensor and matrix multiplication at a time. It loads tensors directly from the model file Meta provided for llama3, and the weights must be downloaded before running the file. The author does not implement a BPE tokenizer and instead uses tiktoken.
Neanderthal is a Clojure library for fast native matrix and linear algebra, built with native BLAS and LAPACK for number crunching and wrapped in a small Clojure layer. It offers pluggable engine implementations, including a pure Java engine, plus primitive versions of map and reduce.
A C++ implementation of an Ordinary Least Squares solver and linear regression engine with zero external dependencies. It uses a custom matrix library, modified Gram-Schmidt orthogonalization and QR decomposition. It includes a CSV test dataset from the Czech film market and computes error metrics such as RSS and MAE.
Private.coffee is a privacy-focused non-profit association that provides privacy-respecting services as alternatives to common commercial offerings. Its services include a Matrix chat server, the CryptPad collaborative editor, PeerTube video hosting, Forgejo Git hosting, BigBlueButton and Jitsi video conferencing, and Travelynx rail journey logging.
PyCM is a multi-class confusion matrix library written in Python. It supports input data vectors and direct matrices and offers post-classification model evaluation statistics. It is aimed at data scientists needing metrics for predictive models and classifiers. A MATLAB setup is also documented.
PySolFC is a collection of more than 1,200 solitaire card games and a fork of PySol Solitaire. It includes games for the 52 card International Pattern deck, the 78 card Tarock deck, Ganjifa, Hanafuda, Matrix and Mahjongg games. Features include unlimited undo, player statistics, a hint system, a solitaire wizard, plug-in support and an integrated HTML help browser.
A Python implementation of Restricted Boltzmann Machines. It lets users initialize an RBM with a chosen number of visible and hidden units, train it on a matrix of training examples, run visible or hidden data, and let the network run freely. It is released under an MIT license.
SciRuby is a project providing tools for scientific computing and data visualization in Ruby. Its releases include NMatrix, a linear algebra library with dense and sparse matrix storage and tensor support, alongside visualization and statistics gems. The project describes itself as currently alpha, and it notes its gems are tested but not battle-hardened. SciRuby and NMatrix are available under the BSD three-clause license.
SOMPY is a Python library for self-organizing maps structured similarly to somtoolbox in Matlab. It offers only batch training, PCA or RandomPCA initialization, component plane visualization, hitmap and U-Matrix visualization, and 1-d or 2-d SOM with rectangular, planar grid. It supports function approximation and predictions, mostly using Sklearn.
Stat Trek provides free online tutorials and calculators covering statistics and probability. Tutorial topics include AP Statistics, probability, linear regression, ANOVA, survey sampling, and matrix algebra, explained in plain English. The site also offers practice exams and a random number generator and sample size calculator for statistical work.
Synko is a Kodi service that implements the JSON over TCP/IP protocol used by Syncplay, running a minimal Syncplay client on Kodi. It was created to watch movies on a TV with friends. It was tested on Kodi Matrix 19.4 and 19.5, and Nexus 20.0 through 20.2 on Desktop and Google TV.
The Vulpes Archives is an anti-DRM and archival project that gathers content and uploads it by request, with support provided for issues. Everything is gathered and tested by the operator. Access is through Discord, a Matrix/Element server and the FCK_DRM Discord, using a KeePass client and 7z extraction tool.
The Webcam Network provides regional webcam listings for places worldwide. It lists locations and points to available webcams there or the nearest available webcams. Webcam data comes from Webcam Galore, and topographical information comes from the GEOnet Names Server; a distance matrix is updated permanently.
Untools is a curated collection of thinking tools and frameworks. The site lists tools such as the Six Thinking Hats, Ishikawa Diagram and Eisenhower Matrix, described as aids for solving problems, making decisions and understanding systems.