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Back to shuhuai007/machine-learning-session

Open-source alternatives to Machine Learning Session

30 open-source projects similar to shuhuai007/machine-learning-session, ranked by how many features they have in common. Compare stars, activity and what each one does to find the best Machine Learning Session alternative.

  • sophia-11/machine-learning-notesSophia-11 avatar

    Sophia-11/Machine-Learning-Notes

    3,778View on GitHub↗

    This repository is a collection of machine learning theory notes and mathematical references. It serves as a structured study guide containing conceptual explanations and handwritten mathematical derivations of the foundations and core formulas used in the field. The content focuses on the mathematical derivation of algorithms, breaking down the step-by-step logic and proofs required to understand their inner workings. These academic records utilize typesetting for precise scientific notation and mathematical documentation. The materials are organized as a markdown-based study guide with a t

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    View on GitHub↗3,778
  • visualize-ml/book3_elements-of-mathematicsVisualize-ML avatar

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    7,510View on GitHub↗

    This project is an interactive machine learning textbook and educational resource designed to teach the mathematical foundations of artificial intelligence. It functions as a structured course and digital book that covers essential topics ranging from basic arithmetic to advanced calculus, linear algebra, and statistics. The resource utilizes a math visualization library and a collection of interactive code examples to demonstrate abstract principles through algorithmic output. It transforms theoretical study into a practical experience by combining programmable examples with visual guides.

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    View on GitHub↗7,510
  • baidu-ife/ifebaidu-ife avatar

    baidu-ife/ife

    4,171View on GitHub↗

    ife is a front-end resource directory and web development knowledge base designed for technical skill development. It functions as a static site generator that transforms JSON metadata and markdown files into a navigable website. The project organizes educational materials and engineering references into a structured index, rendering plain text files as technical articles and guides. It utilizes a component-based UI library to maintain consistent layout patterns across the documentation site. The system handles technical knowledge management through categorized resource indexing and client-s

    View on GitHub↗4,171

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  • dwqs/blogdwqs avatar

    dwqs/blog

    3,775View on GitHub↗

    This project is a technical blog platform and developer portfolio site designed for publishing curated engineering documentation and professional technical writing. It functions as a markdown publishing tool and static site generator that transforms plain text files into a formatted collection of technical articles and software engineering notes. The system serves as a markdown publishing platform for organizing and sharing technical guides, software engineering documentation, and professional insights. It allows for the creation of a professional online presence by hosting technical content

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  • roboticcam/machine-learning-notesroboticcam avatar

    roboticcam/machine-learning-notes

    9,582View on GitHub↗

    This project is a machine learning study guide and technical knowledge base. It serves as a version-controlled repository of mathematical formulas and algorithmic explanations, providing instructional material and reference notes for the study of artificial intelligence. The content is structured as a markdown-based knowledge base that pairs theoretical mathematical explanations directly with code implementations. This approach demonstrates model mechanics in practice across several specialized domains, including deep learning research, probabilistic graphical modeling, and reinforcement lear

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  • soulmachine/machine-learning-cheat-sheetsoulmachine avatar

    soulmachine/machine-learning-cheat-sheet

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    This project is a machine learning reference guide and condensed cheat sheet providing a curated collection of classical equations, diagrams, and core concepts. It serves as a technical interview study guide focused on the mathematical foundations and theoretical principles required for machine learning engineering roles. The resource facilitates the review of algorithm theory and data science interview preparation by offering a centralized location to recall fundamental machine learning patterns and mathematical proofs. It functions as a study guide for academic exams and a quick-reference t

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  • mrdbourke/machine-learning-roadmapmrdbourke avatar

    mrdbourke/machine-learning-roadmap

    7,871View on GitHub↗

    This project is a technical curriculum and learning path for machine learning, providing a structured sequence of mathematical foundations, core concepts, and professional workflows. It serves as a comprehensive guide and resource index that connects theoretical principles to the specific software libraries and tools used in real-world implementation. The repository functions as a project workflow blueprint, outlining the sequential steps required to solve machine learning problems from initial discovery through to final deployment. It maps theoretical mathematical principles to practical app

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    HugoBlox/hugo-theme-academic-cv

    4,970View on GitHub↗

    This project is a website theme for Hugo designed to transform Markdown files into professional academic portfolios, including CVs and publication lists. It functions as a static site template and portfolio builder, enabling the creation of researcher profiles and technical blogs. The framework includes a specialized publication manager that automatically generates individual research pages and citations by importing BibTeX files or DOI references. It also features a dedicated LaTeX mathematics renderer to display technical notation and equations across the site. The system supports a broad

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    View on GitHub↗4,970
  • khangich/machine-learning-interviewkhangich avatar

    khangich/machine-learning-interview

    12,624View on GitHub↗

    This project is a curated collection of technical reference materials and study guides designed for machine learning interview preparation. It provides comprehensive resources for candidates pursuing engineering roles, focusing on deep learning, production infrastructure, and large-scale system design. The repository distinguishes itself through an architecture that combines theoretical research with industrial case studies. It utilizes a pattern-based approach to system design, breaking down complex deployments—such as recommendation engines, search ranking, and ad click prediction—into reus

    View on GitHub↗12,624
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    satnaing/astro-paper

    4,756View on GitHub↗

    Astro Paper is a minimal and accessible blog theme for the Astro framework, designed to create SEO-optimized static websites. It serves as a pre-configured template for building personal blogs and technical portfolios that render content from Markdown and MDX files. The project distinguishes itself through specialized support for technical writing, including LaTeX mathematical equation rendering and code syntax highlighting. It also automates social media presence via the build-time generation of dynamic Open Graph images and social metadata. The framework covers a broad range of site manage

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    View on GitHub↗4,756
  • karminski/one-small-stepkarminski avatar

    karminski/one-small-step

    6,699View on GitHub↗

    One Small Step is an educational resource that explains core AI and large language model concepts through short, accessible articles designed to be read in under five minutes. It covers the structure and function of key LLM components like attention mechanisms and tokenization, as well as foundational machine learning mathematics such as matrix rank and overfitting. The project also serves as a guide to the GGUF file format, which packages all model parameters and metadata into a single compact binary file for cross-platform deployment without external dependencies. It explains how this forma

    View on GitHub↗6,699
  • fireship-io/fireship.iofireship-io avatar

    fireship-io/fireship.io

    3,763View on GitHub↗

    This project is a static site generator and build-pipeline orchestrator that converts markdown files and custom components into production-ready static HTML pages. It functions as a markdown content manager, allowing website structure and text to be defined through the direct modification of flat files. The system utilizes a file-system based router to map the website URL structure directly to the directory layout of the source files. It also includes a web component UI library to embed encapsulated, interactive user interface elements into otherwise static pages. The project covers the broa

    Sveltefirebaseflutterjavascript
    View on GitHub↗3,763
  • theme-next/hexo-theme-nexttheme-next avatar

    theme-next/hexo-theme-next

    8,261View on GitHub↗

    NexT is a responsive, elegant static blog theme for Hexo that generates HTML pages from Markdown posts. It is designed as a pre-built visual design for the Hexo framework, producing mobile-friendly layouts that adapt across devices with support for dark mode and multiple visual schemes. The theme distinguishes itself through extensive customization options, including five built-in code highlighting themes for technical blog posts and a multilingual interface supporting over 15 languages. It offers configuration flexibility by allowing theme settings to be stored either in the main Hexo config

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    4,111View on GitHub↗

    PeiQi-WIKI-Book is a cybersecurity knowledge base and security research wiki. It functions as a markdown static site generator that converts structured text files into a set of interconnected HTML pages. This system serves as a curated collection of technical documentation and guides focused on vulnerability research, code auditing, and penetration testing. The project utilizes a git-driven documentation workflow, using version control hooks to automatically update a live website when content changes. It features a client-side searchable index that allows users to find security topics without

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    This project is a static site generator and documentation builder designed to transform markdown files into styled HTML documents. It functions as a programmatic conversion engine, allowing developers to integrate markdown processing and layout rendering directly into automated build scripts and content workflows. The tool distinguishes itself through a pipeline-oriented architecture that supports custom plugin integration and metadata-driven template injection. Users can define global or per-file metadata to dynamically populate page content, while the system’s template-based generation allo

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    View on GitHub↗1,886
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    al-folio is a Jekyll academic theme and portfolio generator designed for researchers and professors to build professional homepages, lab sites, and research profiles. It functions as a system for creating a digital academic identity, combining a website template with tools for scientific and academic publishing. The project distinguishes itself through specialized scholarly workflows, such as automated publication lists and bibliography management driven by BibTeX files. It provides specific layouts for digital academic CVs, research portfolios, and the rendering of mathematical expressions a

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    View on GitHub↗15,759
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    Huxpro/huxpro.github.io

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    This project is a responsive Jekyll blog theme and static site template designed as a technical blogging framework. It converts markdown content into a professional personal blog with integrated support for social profile management. The template is configured as a progressive web app, providing offline access and an app-like experience for visitors. It specifically caters to technical documentation by supporting the rendering of mathematical notation, formatted code snippets, and embedded presentations. The site includes capabilities for reader engagement through discussion system integrati

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    View on GitHub↗7,611
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    This project is a technical interview study guide and a markdown-driven static site designed to help developers prepare for coding screenings. It serves as a curated collection of common technical questions and expert answers, functioning as a comprehensive educational resource. The platform provides a structured curriculum and reference materials across several key domains. This includes a JavaScript language reference covering programming fundamentals, a frontend engineering curriculum focused on UI patterns and responsive design, and a web security knowledge base detailing attack vectors a

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    View on GitHub↗12,143
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    xugaoyi/vuepress-theme-vdoing

    4,900View on GitHub↗

    This project is a documentation theme for the VuePress static site generator, serving as a knowledge base framework and a markdown blog theme. It enables the creation of structured knowledge bases and personal blogs by transforming markdown files into a professional, searchable website. The theme is distinguished by its hierarchical organization system, which arranges content in a book-like format to manage large volumes of information. It includes a multi-dimensional indexing system designed to locate specific information quickly within a large repository. The framework supports digital gar

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    View on GitHub↗4,900
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    HTML
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    7,827View on GitHub↗

    Metalsmith is a Node.js static site generator and static content processor that transforms source files into websites, eBooks, or technical documentation. It functions as a file-to-object transformer, converting directory trees into plain JavaScript objects that can be programmatically manipulated in memory. The project is built around a pluggable build pipeline where files are passed through a sequence of custom functions to transform content and metadata incrementally. This architecture allows users to extend functionality by writing their own plugins or using third-party modules to define

    JavaScriptjavascriptmarkdownmarkdown-to-html
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    afshinea/stanford-cs-229-machine-learning

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    This repository serves as a comprehensive educational resource for machine learning, providing a structured collection of lecture notes and reference materials. It covers the fundamental mathematical and statistical principles required to build, evaluate, and optimize predictive models, ranging from basic probability and linear algebra to advanced algorithmic implementations. The content is organized through a hierarchical mapping of concepts that connects mathematical prerequisites to specific machine learning theories. It features a modular design that segments complex topics into discrete,

    cheatsheetcs229data-science
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    This project is a technical reference knowledge base and developer cheat sheet repository. It functions as a searchable collection of quick-reference guides, CLI command patterns, and code snippets for various operating systems, cloud platforms, and infrastructure tools. The system operates as a markdown-based technical knowledge base, where content is stored in plain text files and rendered as a static site. This approach enables a personal knowledge management system that utilizes version control and a directory-based navigation hierarchy to organize technical notes for long-term retrieval.

    cheat-sheetsknowledge-basesecond-brain
    View on GitHub↗4,771
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    This project is a cryptocurrency exchange API documentation portal. It provides a technical reference for integrating with REST and WebSocket interfaces to trade digital assets and stream market data. The site serves as a REST API reference with schema-driven endpoint descriptions and request-response examples, alongside a WebSocket data stream guide for receiving live order book updates and price feeds. The documentation is implemented as a markdown-based static site featuring client-side search indexing and hierarchical navigation. It uses schema-driven content generation and linked asset

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    berwin/Blog

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    This project is a frontend development blog and markdown static site generator. It functions as a technical knowledge base and a web performance resource, converting markdown files into static HTML pages. The site serves as a personal digital garden for documenting professional growth and frontend learning. It focuses on the curation of technical knowledge, specifically aggregating articles and presentations regarding web performance optimization and browser rendering. The system utilizes a build process involving markdown-based static generation, file-system based routing, and frontmatter-d

    JavaScriptarticleblogeducation
    View on GitHub↗4,161
  • mml-book/mml-book.github.iomml-book avatar

    mml-book/mml-book.github.io

    15,671View on GitHub↗

    This project is an educational resource focused on machine learning mathematics education. It provides a curriculum for the mathematical foundations required to understand and implement machine learning algorithms, covering linear algebra, calculus, probability, and optimization. The resource includes structured mathematics modules and a foundation curriculum paired with practice exercises, instructor manuals, and solution guides. It offers technical textbook supplementation through downloadable PDF materials and supplementary learning content such as video lectures and presentation slides.

    Jupyter Notebook
    View on GitHub↗15,671
  • realm/jazzyrealm avatar

    realm/jazzy

    7,384View on GitHub↗

    Jazzy is a source code documentation tool and API generator designed for Swift and Objective-C. It analyzes project roots and compiled modules to produce searchable HTML websites or offline docsets. The system functions as a multi-module API documenter, aggregating documentation from separate source modules into a single site with cross-module linking. It serves as a markdown-based documentation engine that integrates technical guides and LaTeX mathematical equations to complement generated API references. The tool covers a broad capability surface including multi-language API generation for

    Ruby
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    Pluto.jl is a reactive computing environment for Julia that functions as a programmable document format. It serves as an interactive data science IDE and a polyglot computational notebook that stores Julia code and environment dependencies as versionable source files. The system is distinguished by its reactive execution model, which uses a directed acyclic graph to track variable dependencies and automatically re-evaluate affected downstream cells when a value changes. It ensures reproducibility by integrating isolated package environments directly within the notebook file and persisting con

    JavaScriptdesigned-for-teacherseducationexploration
    View on GitHub↗5,346
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    This project is a protest coordination toolkit and activism resource repository designed to distribute curated documents and legal guides. It serves as a hub for coordinating political protests and civil disobedience by providing a public website that hosts informational materials. The toolkit functions as a forkable codebase, allowing users to rapidly replicate the site structure to deploy their own protest sites. It uses a static site model to transform markdown documentation into publicly accessible pages for sharing across social media. The platform covers activist information distributi

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    View on GitHub↗4,174
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    bebraw/jswiki

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    jswiki is a JavaScript documentation wiki and web development knowledge base. It serves as a structured repository of technical guides and references focused on JavaScript, HTML5, and WebGL development. The project functions as a markdown static site generator that converts markdown files into pre-rendered HTML pages. It provides specialized technical references for implementing modern web layouts and high-performance hardware-accelerated 2D and 3D graphics. The system incorporates static site generation, markdown content authoring, and asset-based resource bundling. It utilizes client-side

    JavaScript
    View on GitHub↗3,873