Github Repositories That Will Teach You How To Code For Free!

                                    Update: here’s a repo full of helpful
                                        repos:
                                  
                                    ​
                                  
                                      Github Repositories That Will Teach
                                          You How To Code For Free!
                                    
                                      Update: here’s a repo full of helpful
                                          repos:
                                    
                                    ​GitHub -
                                            bgoonz/awesome-4-new-developers: Top
                                            repos for new developers all in one
                                            place
                                          Top repos for new developers all in
                                            one place. Contribute to
                                            bgoonz/awesome-4-new-developers
                                            development by creating an…github.com​
                                  
                                    ​
                                  
                                      30-seconds/30-seconds-of-code
                                    
                                        Short JavaScript code snippets for
                                            all your development needs
                                      
                                            Visit
                                              their website
                                                to view multiple snippet
                                                collections.
                                          
                                            Use the
                                              Search page
                                                to find snippets that suit your
                                                needs. You can search by name,
                                                tag, language or using a
                                                snippet’s description. Just
                                                start typing a term and see what
                                                comes up.
                                          
                                            Browse the
                                              JavaScript Snippet
                                                    List
                                                to see all the snippets in this
                                                project or click individual tags
                                                at the top of the same page to
                                                narrow down your search to a
                                                specific tag.
                                          
                                            Click on each snippet card to
                                                view the whole snippet,
                                                including code, explanation and
                                                examples.
                                          
                                            You can use the button on the
                                                right side of a snippet card to
                                                copy the code to
                                                clipboard.
                                          
                                    ​30-seconds/30-seconds-of-code
                                          Short JavaScript code snippets for
                                            all your development needs Visit our
                                            website to view our snippet
                                            collection. Use the…github.com​
                                  
                                    ​
                                  
                                      railsgirls/railsgirls.github.io
                                    
                                      Rails Girls Guides
                                    
                                    The purpose of Rails Girls is to give
                                        tools for women to understand
                                        technology. The Rails Girls events do
                                        this by providing a great first
                                        experience on building the
                                        Internet.
                                  
                                    Rails Girls was founded at the end of
                                        2010 in Helsinki. Originally intended as
                                        a one-time event, we never thought to
                                        see so many chapters from all around the
                                        world! This guide will help you get
                                        started.
                                  
                                    You can use our materials and
                                        instructions to roll out your own
                                        workshop in your city, workplace or
                                        kitchen! Read more about Rails Girls at
                                      http://railsgirls.com​
                                  
                                    ​railsgirls/railsgirls.github.io
                                          The purpose of Rails Girls is to
                                            give tools for women to understand
                                            technology. The Rails Girls events
                                            do this by…github.com​
                                  
                                    ​
                                  
                                      railsbridge/docs
                                    
                                      The RailsBridge Documentation
                                          Project
                                    
                                    ​
### Overview
                                  
                                    This is a Sinatra app, deployed at
                                      http://docs.railsbridge.org. The RailsBridge documentation project
                                        is home to a few subprojects, including
                                        the RailsBridge installfest
                                        instructions, which leads students
                                        through the various complicated setup
                                        instructions for getting Ruby, Rails,
                                        Git, etc. installed on their computer
                                        (whatever combination of computer, OS,
                                        and version they happened to bring to
                                        the workshop!), as well as the
                                        RailsBridge workshop “Suggestotron”
                                        curriculum.
                                  
                                    Each subproject (a “site”) comprises
                                        files stored under the “sites”
                                        directory; for instance, the installfest
                                        instructions are located at
                                        ROOT/sites/en/installfest, while the
                                        intro rails curriculum can be found
                                        under ROOT/sites/en/intro-to-rails. (The
                                        “en” means “English” — see “Locales”
                                        below.)
                                  
                                    ​railsbridge/docs
                                          This is a Sinatra app, deployed at
                                            http://docs.railsbridge.org. The
                                            RailsBridge documentation project is
                                            home to a few…github.com​
                                  
                                    ​
                                  
                                      freeCodeCamp/freeCodeCamp
                                    
                                      freeCodeCamp.org’s open-source
                                          codebase and curriculum
                                    
                                    ​freeCodeCamp.org
                                        is a friendly community where you can
                                        learn to code for free. It is run by a
                                      donor-supported 501(c)(3)
                                            nonprofit
                                        to help millions of busy adults
                                        transition into tech. Our community has
                                        already helped more than 10,000 people
                                        get their first developer job.
                                  
                                    Our full-stack web development and
                                        machine learning curriculum is
                                        completely free and self-paced. We have
                                        thousands of interactive coding
                                        challenges to help you expand your
                                        skills.
                                  
                                    ​freeCodeCamp/freeCodeCamp
                                          freeCodeCamp.org is a friendly
                                            community where you can learn to
                                            code for free. It is run by a
                                            donor-supported 501(c)(3)…github.com​
                                  
                                    ​
                                  
                                      leachim6/hello-world
                                    
                                      Hello World
                                    
                                    Hello World in every computer
                                        language.
                                  
                                    As I watch the collection expand, this
                                        project has blown up more than I ever
                                        thought possible. Thanks to everyone who
                                        continues to contribute; new languages
                                        are created every day!
                                  
                                    Make sure to see
                                      contributing.md
                                        for instructions on contributing to the
                                        project!
                                  
                                      Languages (774 total)
                                    
                                    ​leachim6/hello-world
                                          Hello World in every computer
                                            language. As I watch the collection
                                            expand, this project has blown up
                                            more than I ever…github.com​
                                  
                                    ​
                                  
                                      datasciencemasters/go
                                    
                                      The Open-Source Data Science
                                          Masters
                                    
                                    The open-source curriculum for learning
                                        Data Science. Foundational in both
                                        theory and technologies, the OSDSM
                                        breaks down the core competencies
                                        necessary to making use of data.
                                  
                                      Contents
                                    
                                            ​The Open-Source Data
                                                    Science Masters​
                                          
                                            ​Contents​
                                          
                                            ​The Internet is Your
                                                    Oyster​
                                          
                                            ​The Motivation​
                                          
                                            ​An Academic Shortfall​
                                          
                                            ​Ready?​
                                          
                                            ​The Open Source Data
                                                    Science Curriculum​
                                          
                                            ​A Note About
                                                    Direction​
                                          
                                            ​Math​
                                          
                                            ​Computing​
                                          
                                            ​Data Analysis​
                                          
                                            ​Data Communication and
                                                    Design​
                                          
                                            ​Python (Learning)​
                                          
                                            ​Python (Libraries)​
                                          
                                            ​Datasets are now here​
                                          
                                            ​R resources are now
                                                    here​
                                          
                                            ​Data Science as a
                                                    Profession​
                                          
                                            ​Capstone Project​
                                          
                                            ​Resources​
                                          
                                            ​Read​
                                          
                                            ​Watch & Listen​
                                          
                                            ​Learn​
                                          
                                            ​Notation​
                                          
                                            ​Contribute​
                                          
                                    ​datasciencemasters/go
                                          The open-source curriculum for
                                            learning Data Science. Foundational
                                            in both theory and technologies, the
                                            OSDSM breaks…github.com​
                                  
                                    ​
                                  
                                      tuvtran/project-based-learning
                                    
                                      Project Based Learning
                                    
                                    A list of programming tutorials in
                                        which learners build an application from
                                        scratch. These tutorials are divided
                                        into different primary programming
                                        languages. Some have intermixed
                                        technologies and languages.
                                  
                                    ​tuvtran/project-based-learning
                                          A list of programming tutorials in
                                            which learners build an application
                                            from scratch. These tutorials are
                                            divided into…github.com​
                                  
                                    ​
                                  
                                      zhiwehu/Python-programming-exercises
                                    
                                      Python-programming-exercises
                                    
                                    100+ Python challenge programming
                                        exercises.
                                  
                                      100+ Python Projects Challenge
                                    
                                    ​zhiwehu/100_plus_Python_Projects_Challenge
                                          100+ Python Projects Challenge.
                                            Contribute to
                                            zhiwehu/100_plus_Python_Projects_Challenge
                                            development by creating an…github.com​
                                  
                                    ​zhiwehu/Python-programming-exercises
                                          100+ Python challenge programming
                                            exercises.
                                            https://github.com/zhiwehu/100_plus_Python_Projects_Challenge
                                            Hey guys I…github.com​
                                  
                                    ​
                                  
                                      MunGell/awesome-for-beginners
                                    
                                      Awesome First PR Opportunities
                                    
                                    A list of awesome beginner-friendly
                                        projects.
                                  
                                    Inspired by
                                      First Timers Only
                                        blog post.
                                  
                                    If you are a maintainer of open-source
                                        projects, add the label first-timers-only
                                        (or similar) to your project and list it
                                        here so that people can find it.
                                  
                                    If you are looking to contribute, then
                                        explore this list, look at first-timers-only
                                      labelled open issues on
                                            Github, and follow
                                      @first_tmrs_only
                                        on Twitter to be notified when a new first-timers-only
                                        issue is created.
                                  
                                    If you are not a programmer but would
                                        like to contribute, check out the
                                      Awesome for non-programmers
                                        list.
                                  
                                    ​MunGell/awesome-for-beginners
                                          A list of awesome
                                            beginners-friendly projects.
                                            Contribute to
                                            MunGell/awesome-for-beginners
                                            development by creating an…github.com​
                                  
                                    ​
                                  
                                      appacademy/welcome-to-open
                                    
                                      Welcome to a/A Open
                                    
                                    ​
​click here to learn to code for
                                            free​
                                  
                                      Overview
                                    
                                    With App Academy Open you’ll get free
                                        access to App Academy’s entire in-person
                                        full-stack curriculum, which has placed
                                        thousands of people in software
                                        development jobs. App Academy is ranked
                                        as the #1 coding bootcamp in the US and,
                                        since 2016, has placed more software
                                        developers at Google than UC Berkeley.
                                        On the Free plan you’ll get over 1,500
                                        hours of material (readings, videos,
                                        projects), an interactive coding
                                        environment and community features like
                                        chat to keep you connected with
                                        thousands of prospective developers
                                        across the globe.
                                  
                                      How to Get Started
                                    
                                    Navigate to
                                      App Academy Open
                                        and sign up for a free account. All
                                        you’ll need to provide is your email
                                        address and name. You’ll be redirected
                                        to our learning platform where you’ll be
                                        starting your first lesson
                                        immediately.
                                  
                                    The rest of the courses from our
                                        legendary Full-Stack curriculum are
                                        available to you from the moment you
                                        sign up. To switch, simply click the
                                        ‘Course Outline’ at the top of the page.
                                        The menu should have a ‘Switch’ button
                                        which will list all available
                                        courses.
                                  
                                    ​appacademy/welcome-to-open
                                          tl;dr: click here to learn to code
                                            for free With App Academy Open
                                            you'll get free access to App
                                            Academy's entire…github.com​
                                  
                                    ​
                                  
                                      webgems/webgems
                                    
                                      webgems.io
                                    
                                    This project should help anyone to find
                                        new resources but especially beginners
                                        in the field to have something they can
                                        look things up.
                                  
                                    ​lostdesign/webgems
                                          A curated list of resources for
                                            devs and designers. Join me on
                                            devcord.com if you are up for a chit
                                            chat :) Permalink…github.com​
                                  
                                    ​
                                  
                                      kamranahmedse/developer-roadmap
                                    
                                      Purpose of these Roadmaps
                                    
                                        The purpose of these roadmaps is to
                                            give you an idea about the landscape
                                            and to guide you if you are confused
                                            about what to learn next and not to
                                            encourage you to pick what is hip
                                            and trendy. You should grow some
                                            understanding of why one tool would
                                            be better suited for some cases than
                                            the other and remember hip and
                                            trendy never means best suited for
                                            the job.
                                      
                                      Note to Beginners
                                    
                                        These roadmaps cover everything
                                            that is there to learn for the paths
                                            listed below. Don’t feel
                                            overwhelmed, you don’t need to learn
                                            it all in the beginning if you are
                                            just getting started. We are working
                                            on the beginner versions of these
                                            and will
                                          release it soon
                                          after we are done with the 2021
                                            release of the Backend and DevOps
                                            roadmaps.
                                      
                                    ​
                                  
                                    If you think that these can be improved
                                        in any way, please do suggest.
                                  
                                      Introduction
                                    
                                    ​
### Frontend Roadmap
### Back-end Roadmap
                                  
                                    ​kamranahmedse/developer-roadmap
                                          Roadmap to becoming a web developer
                                            in 2021 Below you find a set of
                                            charts demonstrating the paths that
                                            you can take…github.com​
                                  
                                    ​
                                  
                                      AMAI-GmbH/AI-Expert-Roadmap
                                    
                                    ​
### i.am.ai
                                  
                                      AI Expert Roadmap
                                    
                                    Roadmap to becoming an Artificial
                                        Intelligence Expert in 2021
                                  
                                    Below you find a set of charts
                                        demonstrating the paths that you can
                                        take and the technologies that you would
                                        want to adopt in order to become a data
                                        scientist, machine learning or an ai
                                        expert. We made these charts for our new
                                        employees to make them AI Experts but we
                                        wanted to share them here to help the
                                        community.
                                  
                                    If you are interested to become an AI
                                        EXPERT at
                                      AMAI
                                        in Germany, or you want to
                                      hire an AI Expert, please say
                                      [email protected].
                                  
                                      Note
                                    
                                    👉 An interactive version with links to
                                        follow about each bullet of the list can
                                        be found at
                                      i.am.ai/roadmap
                                        👈
                                  
                                    To receive updates
                                      star ⭐
                                        and watch 👀 the
                                      GitHub Repo
                                        to get notified, when we add new content
                                        to stay on the top of the most recent
                                        research.
                                  
                                      Disclaimer
                                    
                                    The purpose of these roadmaps is to
                                        give you an idea about the landscape and
                                        to guide you if you are confused about
                                        what to learn next and not to encourage
                                        you to pick what is hip and trendy. You
                                        should grow some understanding of why
                                        one tool would better suited for some
                                        cases than the other and remember hip
                                        and trendy never means best suited for
                                        the job.
                                  
                                    ​AMAI-GmbH/AI-Expert-Roadmap
                                          Roadmap to becoming an Artificial
                                            Intelligence Expert in 2021 Below
                                            you find a set of charts
                                            demonstrating the paths…github.com​
                                  
                                    ​
                                  
                                      trekhleb/javascript-algorithms
                                    
                                    ​trekhleb/javascript-algorithms
                                          This repository contains JavaScript
                                            based examples of many popular
                                            algorithms and data structures. Each
                                            algorithm and…github.com​
                                  
                                    ​
                                  
                                      My personal Contribution:
                                    
                                    ​
#### this is the repo for the
                                        website:
                                  
                                    ​bgoonz/DS-ALGO-OFFICIAL
                                          Deployment github-pages Navigation
                                            Big O notation is the language we
                                            use for talking about how long an
                                            algorithm takes…github.com​
                                  
                                      Here’s the website:
                                    
                                    ​directory
                                          Edit descriptionds-algo-official-c3dw6uapg-bgoonz.vercel.app​
                                  
                                      this is just the codebase without the
                                          website infrastructure :
                                    
                                    ​bgoonz/Data-Structures-Algos-Codebase
                                          Contribute to
                                            bgoonz/Data-Structures-Algos-Codebase
                                            development by creating an account
                                            on GitHub.github.com​
                                  
                                    here’s a list of what’s covered
                                  
                                    ​
                                  
                                      Microsoft/web-dev-for-beginners
                                    
                                      Web Development for Beginners — A
                                          Curriculum
                                    
                                    Azure Cloud Advocates at Microsoft are
                                        pleased to offer a 12-week, 24-lesson
                                        curriculum all about JavaScript, CSS,
                                        and HTML basics. Each lesson includes
                                        pre- and post-lesson quizzes, written
                                        instructions to complete the lesson, a
                                        solution, an assignment and more. Our
                                        project-based pedagogy allows you to
                                        learn while building, a proven way for
                                        new skills to ‘stick’.
                                  
                                    ​microsoft/Web-Dev-For-Beginners
                                          Azure Cloud Advocates at Microsoft
                                            are pleased to offer a 12-week,
                                            24-lesson curriculum all about
                                            JavaScript, CSS, and…github.com​
                                  
                                    ​
                                  
                                      karan/Projects
                                    
                                      Mega Project List
                                    
                                    A list of practical projects that
                                        anyone can solve in any programming
                                        language (See
                                      solutions). These projects are divided in
                                        multiple categories, and each category
                                        has its own folder.
                                  
                                    To get started, simply fork this
                                        repo.
                                  
                                      ​CONTRIBUTING​
                                    
                                    See ways of
                                      contributing
                                        to this repo. You can contribute
                                        solutions (will be published in this
                                      repo) to existing problems, add new
                                        projects or remove existing ones. Make
                                        sure you follow all instructions
                                        properly.
                                  
                                      ​Solutions​
                                    
                                    You can find implementations of these
                                        projects in many other languages by
                                        other users in
                                      this repo.
                                  
                                    ​karan/Projects
                                          A list of practical projects that
                                            anyone can solve in any programming
                                            language (See solutions). These
                                            projects are…github.com​
                                  
                                    ​
                                  
                                      sindresorhus/awesome
                                    
                                      The awesome manifesto
                                    
                                    If you want your list to be included on awesome, try to only include actual awesome
                                        stuff in your list. After all, it's
                                        a curation, not a collection.
                                  
                                    But what is awesome?
                                  
                                      Only awesome is awesome
                                    
                                    Research if the stuff you’re including
                                        is actually awesome. Only put stuff on
                                        the list that you or another contributor
                                        can personally recommend. You should
                                        rather leave stuff out than include too
                                        much.
                                  
                                      Awesome badge
                                    
                                    This badge is for Awesome lists.
                                  
                                    ​sindresorhus/awesome
                                          What is an awesome list?
                                            Contribution guide Creating a list
                                            Twitter Stickers & t-shirts Just
                                            type to go here. Check out…github.com​
                                  
                                    ​
                                  
                                      donnemartin/system-design-primer
                                    
                                      The System Design Primer
                                    
                                    ​
### Motivation
                                  
                                        Learn how to design large-scale
                                            systems.
                                      
                                        Prep for the system design
                                            interview.
                                      
                                      Learn how to design large-scale
                                          systems
                                    
                                    Learning how to design scalable systems
                                        will help you become a better
                                        engineer.
                                  
                                    System design is a broad topic. There
                                        is a vast amount of resources scattered
                                        throughout the web on system design
                                        principles.
                                  
                                    This repo is an organized collection of
                                        resources to help you learn how to build
                                        systems at scale.
                                  
                                      Learn from the open source
                                          community
                                    
                                    This is a continually updated, open
                                        source project.
                                  
                                    ​Contributions
                                        are welcome!
                                  
                                      Prep for the system design
                                          interview
                                    
                                    In addition to coding interviews,
                                        system design is a required component of
                                        the technical interview process at many
                                        tech companies.
                                  
                                    Practice common system design interview
                                        questions and compare your results with
                                        sample solutions: discussions, code, and
                                        diagrams.
                                  
                                    ​donnemartin/system-design-primer
                                          Learn how to design large-scale
                                            systems. Prep for the system design
                                            interview. Learning how to design
                                            scalable systems…github.com​
                                  
                                    ​
                                  
                                      danistefanovic/build-your-own-x
                                    
                                    [Submit tutorial]
                                  
                                    ​
### Table of contents
                                  
                                            ​3D Renderer​
                                          
                                            ​Augmented Reality​
                                          
                                            ​BitTorrent Client​
                                          
                                            ​Blockchain /
                                                    Cryptocurrency​
                                          
                                            ​Bot​
                                          
                                            ​Command-Line Tool​
                                          
                                            ​Database​
                                          
                                            ​Docker​
                                          
                                            ​Emulator / Virtual
                                                    Machine​
                                          
                                            ​Front-end Framework /
                                                    Library​
                                          
                                            ​Game​
                                          
                                            ​Git​
                                          
                                            ​Network Stack​
                                          
                                            ​Neural Network​
                                          
                                            ​Operating System​
                                          
                                            ​Physics Engine​
                                          
                                            ​Programming Language​
                                          
                                            ​Regex Engine​
                                          
                                            ​Search Engine​
                                          
                                            ​Shell​
                                          
                                            ​Template Engine​
                                          
                                            ​Text Editor​
                                          
                                            ​Visual Recognition
                                                    System​
                                          
                                            ​Voxel Engine​
                                          
                                            ​Web Search Engine​
                                          
                                            ​Web Server​
                                          
                                            ​Uncategorized​
                                          
                                      Tutorials
                                    
                                      Build your own 3D Renderer
                                    
                                            ​C++: Introduction to Ray
                                                    Tracing: a Simple Method for
                                                    Creating 3D Images​
                                          
                                            ​C++: How OpenGL works: software
                                                    rendering in 500 lines of
                                                    code​
                                          
                                            ​C++: Raycasting engine of
                                                    Wolfenstein 3D​
                                          
                                            ​C++: Physically Based
                                                    Rendering:From Theory To
                                                    Implementation​
                                          
                                            ​C++: Rasterization: a Practical
                                                    Implementation​
                                          
                                            ​C# / TypeScript /
                                                    JavaScript: Learning how to write a 3D
                                                    soft engine from scratch in
                                                    C#, TypeScript or
                                                    JavaScript​
                                          
                                            ​Java / JavaScript: Build your own 3D
                                                    renderer​
                                          
                                            ​Java: How to create your own
                                                    simple 3D render engine in
                                                    pure Java​
                                          
                                            ​JavaScript / Pseudocode: Computer Graphics from
                                                    scratch​
                                          
                                            ​Python: A 3D Modeller​
                                          
                                    ​danistefanovic/build-your-own-x
                                          🤓 Build your own (insert
                                            technology here). Contribute to
                                            danistefanovic/build-your-own-x
                                            development by creating an…github.com​
                                  
                                    ​
                                  
                                      public-apis/public-apis
                                    
                                      Public APIs
                                    
                                    A collective list of free APIs for use
                                        in software and web development.
                                  
                                    A public API for this project can be
                                        found
                                      here!
                                  
                                    For information on contributing to this
                                        project, please see the
                                      contributing guide.
                                  
                                    NOTE: A passing build status indicates
                                        all listed APIs are available since the
                                        last update. A failing build status
                                        indicates that 1 or more services may be
                                        unavailable at the moment.
                                  
                                    ​public-apis/public-apis
                                          A collective list of free APIs.
                                            Contribute to
                                            public-apis/public-apis development
                                            by creating an account on
                                            GitHub.github.com​
                                  
                                    ​
                                  
                                      EbookFoundation/free-programming-books
                                    
                                      List of Free Learning Resources In
                                          Many Languages
                                    
                                      Intro
                                    
                                    This list was originally a clone of
                                      StackOverflow — List of Freely
                                            Available Programming Books
                                        with contributions from Karan Bhangui
                                        and George Stocker.
                                  
                                    The list was moved to GitHub by Victor
                                        Felder for collaborative updating and
                                        maintenance. It has grown to become one
                                        of
                                      GitHub’s most popular
                                            repositories, with 160,000+ stars, 6000+ commits,
                                        1600+ contributors, and 39,000+
                                        forks.
                                  
                                    The
                                      Free Ebook Foundation
                                        now administers the repo, a
                                        not-for-profit organization devoted to
                                        promoting the creation, distribution,
                                        archiving, and sustainability of free
                                        ebooks.
                                      Donations
                                        to the Free Ebook Foundation are
                                        tax-deductible in the US.
                                  
                                    ​EbookFoundation/free-programming-books
                                          This page is available as an
                                            easy-to-read website at
                                            https://ebookfoundation.github.io/.
                                            This list was originally a…github.com​
                                  
                                    ​
                                  
                                      amitness/learning
                                    
                                      learning
                                    
                                    ​
Learning Philosophy:
                                  
                                            ​The Power of Tiny
                                                    Gains​
                                          
                                            ​Master Adjacent
                                                    Disciplines​
                                          
                                            ​T-shaped skills​
                                          
                                            ​Data Scientists Should Be
                                                    More End-to-End​
                                          
                                            ​Just in Time Learning​
                                          
                                      Index
                                    
                                            ​Have basic business
                                                    understanding​
                                          
                                            ​Be able to frame an ML
                                                    problem​
                                          
                                            ​Be familiar with data
                                                    ethics​
                                          
                                            ​Be able to import data from
                                                    multiple sources​
                                          
                                            ​Be able to setup data
                                                    annotation efficiently​
                                          
                                            ​Be able to manipulate data
                                                    with Numpy​
                                          
                                            ​Be able to manipulate data
                                                    with Pandas​
                                          
                                            ​Be able to manipulate data
                                                    in spreadsheets​
                                          
                                            ​Be able to manipulate data
                                                    in databases​
                                          
                                            ​Be able to use Linux
                                                    tools​
                                          
                                            ​Be able to perform feature
                                                    engineering​
                                          
                                            ​Be able to experiment in a
                                                    notebook​
                                          
                                            ​Be able to visualize
                                                    data​
                                          
                                            ​Be able to do literature
                                                    review using research
                                                    papers​
                                          
                                            ​Be able to model problems
                                                    mathematically​
                                          
                                            ​Be able to structure
                                                    machine learning
                                                    projects​
                                          
                                            ​Be able to version control
                                                    code​
                                          
                                            ​Be able to version control
                                                    data​
                                          
                                            ​Be familiar with
                                                    fundamentals of ML and
                                                    DL​
                                          
                                            ​Be able to implement models
                                                    in scikit-learn​
                                          
                                            ​Be able to implement models
                                                    in Tensorflow and
                                                    Keras​
                                          
                                            ​Be able to implement models
                                                    in PyTorch​
                                          
                                            ​Be able to implement models
                                                    using cloud services​
                                          
                                            ​Be able to apply
                                                    unsupervised learning
                                                    algorithms​
                                          
                                            ​Be able to implement NLP
                                                    models​
                                          
                                            ​Be familiar with
                                                    multi-modal machine
                                                    learning​
                                          
                                            ​Be familiar with
                                                    Recommendation Systems​
                                          
                                            ​Be able to implement
                                                    computer vision models​
                                          
                                            ​Be able to model graphs and
                                                    network data​
                                          
                                            ​Be able to implement models
                                                    for timeseries and
                                                    forecasting​
                                          
                                            ​Be familiar with
                                                    Reinforcement Learning​
                                          
                                            ​Be able to optimize
                                                    performance metric​
                                          
                                            ​Be familiar with literature
                                                    on model
                                                    interpretability​
                                          
                                            ​Be able to optimize models
                                                    for inference​
                                          
                                            ​Be able to write unit
                                                    tests​
                                          
                                            ​Be able to serve models via
                                                    APIs​
                                          
                                            ​Be able to build
                                                    interactive UI for
                                                    models​
                                          
                                            ​Be able to deploy model to
                                                    production​
                                          
                                            ​Be able to perform load
                                                    testing​
                                          
                                            ​Be able to perform A/B
                                                    testing​
                                          
                                            ​Be proficient in
                                                    Python​
                                          
                                            ​Be familiar with compiled
                                                    languages​
                                          
                                            ​Have a general
                                                    understanding of other parts
                                                    of the stack​
                                          
                                            ​Be familiar with
                                                    fundamental Computer Science
                                                    concepts​
                                          
                                            ​Be able to apply proper
                                                    software engineering
                                                    process​
                                          
                                            ​Be able to efficiently use
                                                    a text editor​
                                          
                                            ​Be able to communicate and
                                                    collaborate well​
                                          
                                            ​Be familiar with the hiring
                                                    pipeline​
                                          
                                            ​Broaden Perspective​
                                          
                                    ​amitness/learning
                                          Becoming better at data science
                                            every day. Contribute to
                                            amitness/learning development by
                                            creating an account on…github.com​
                                  
                                    ​
                                  
                                      mhinz/vim-galore
                                    
                                    ​
​Chinese
                                        |
                                      Japanese
                                        |
                                      Portuguese
                                        |
                                      Russian
                                        |
                                      Vietnamese​
                                  
                                    Licensed under
                                      CC BY-SA 4.0.
                                  
                                      ​Intro​
                                    
                                            ​What is Vim?​
                                          
                                            ​The Vim Philosophy​
                                          
                                            ​First steps​
                                          
                                            ​Minimal vimrc​
                                          
                                            ​What kind of Vim am I
                                                    running?​
                                          
                                            ​Cheatsheets​
                                          
                                      ​Basics​
                                    
                                            ​Buffers, windows,
                                                    tabs​
                                          
                                            ​Active, loaded, listed,
                                                    named buffers​
                                          
                                            ​Argument list​
                                          
                                            ​Mappings​
                                          
                                            ​Mapleader​
                                          
                                            ​Registers​
                                          
                                            ​Ranges​
                                          
                                            ​Marks​
                                          
                                            ​Completion​
                                          
                                            ​Motions, operators, text
                                                    objects​
                                          
                                            ​Autocmds​
                                          
                                            ​Changelist, jumplist​
                                          
                                            ​Undo tree​
                                          
                                            ​Quickfix and location
                                                    lists​
                                          
                                            ​Macros​
                                          
                                            ​Colorschemes​
                                          
                                            ​Folding​
                                          
                                            ​Sessions​
                                          
                                            ​Locality​
                                          
                                    ​mhinz/vim-galore
                                          Vim is a text editor with a long
                                            line of ancestors that goes back to
                                            qed. Bram Moolenaar released it in
                                            1991. The…github.com​
                                  
                                    ​
                                  
                                      tayllan/awesome-algorithms
                                    
                                      Awesome Algorithms
                                    
                                    A curated list of awesome places to
                                        learn and/or practice algorithms.
                                        Inspired by
                                      awesome-awesomeness
                                        and all the other awesome Awesome
                                        libraries.
                                  
                                    If you want to contribute, please read
                                        the
                                      contribution guidelines.
                                  
                                            ​Awesome Algorithms​
                                          
                                            ​Websites​
                                          
                                            ​Online Courses​
                                          
                                            ​Books​
                                          
                                            ​Cheat Sheets​
                                          
                                            ​Github Libraries​
                                          
                                            ​Online Judges​
                                          
                                            ​Tools​
                                          
                                    ​tayllan/awesome-algorithms
                                          A curated list of awesome places to
                                            learn and/or practice algorithms.
                                            Inspired by awesome-awesomeness and
                                            all the other…github.com​
                                  
                                    ​
                                  
                                      karlhorky/learn-to-program
                                    
                                      Learn to Program
                                    
                                      Foundation in Web Development
                                    
                                    The Internet is filled with an
                                        ever-expanding number of courses, books
                                        and guides for programmers of all skill
                                        levels to improve their skills.
                                        Unfortunately, these resources are
                                        either hard to find or of low
                                        quality.
                                  
                                    This list aims to be a curated set of
                                        high quality educational resources. The
                                        availability of free content on the
                                        platform is highlighted along with the
                                        primary topics covered.
                                  
                                      Beginner
                                    
                                      ​Mozilla Webmaker​
                                    
                                    Free community and toolset to learn to
                                        create web pages and apps (HTML, CSS, JavaScript?)
                                  
                                      ​Codecademy​
                                    
                                    Free platform for learning to code in
                                        web technologies (HTML, CSS, JavaScript, jQuery, Python,
                                        Ruby, Rails, PHP)
                                  
                                      ​Khan Academy’s Hour of Code​
                                    
                                    Free interactive 1-hour course to learn
                                        the very basics of web development (HTML, CSS, JavaScript, SQL)
                                  
                                      ​UpLeveled Bootcamp Prep
                                              Course​
                                    
                                    Freemium platform for learning the
                                        basics of web development (HTML, CSS, JavaScript, Node.js, Git,
                                        GitHub)
                                  
                                      ​Treehouse​
                                    
                                    Paid platform for courses how to build
                                        websites & apps (Web Design, Front End Web Development,
                                        Rails, iOS, Android, PHP)
                                  
                                      ​Learn CSS Layout​
                                    
                                    Free tutorial for how to do layout with
                                        CSS (CSS)
                                  
                                      Udemy
                                        Programming,
                                        Development​
                                    
                                    Freemium marketplace of courses from
                                        third party providers. Quality may vary. (HTML, CSS, JavaScript, Ruby, Rails,
                                        Python, iOS, Android)
                                  
                                      ​Code Avengers​
                                    
                                    Freemium platform for basic web and app
                                        develoment courses (HTML, CSS, JavaScript)
                                  
                                      ​learn.shayhowe.com​
                                    
                                    Free beginner to intermediate guides on
                                        web development (HTML, CSS, JavaScript)
                                  
                                      ​HTML Dog​
                                    
                                    Free beginner and intermediate guides
                                        on web development (HTML, CSS, JavaScript)
                                  
                                      Degreed
                                        Web Development,
                                        Programming​
                                    
                                    Mixed directory of courses, videos and
                                        other learning resources for web
                                        development and programming. Quality may
                                        vary. (HTML, CSS, JavaScript, AngularJS,
                                        Rails)
                                  
                                      ​Platzi​
                                    
                                    Free Platform for classes on Design,
                                        Marketing, Startup and Code. Learn the
                                        future of the web. (RethinkDB, SailsJs, NodeJS, Git,
                                        Startup Class, etc)
                                  
                                      ​Free Code Camp​
                                    
                                    Free Learn to code and help nonprofits.
                                        An open source community of people who
                                        learn to code and help nonprofits. (HTML, CSS, JavaScript, Databases, Git
                                        & GitHub, Node.js, React.js,
                                        D3.js)
                                  
                                    ​karlhorky/learn-to-program
                                          Foundation in Web Development The
                                            Internet is filled with an
                                            ever-expanding number of courses,
                                            books and guides for…github.com​
                                  
                                    ​
                                  
                                      therebelrobot/awesome-workshopper
                                    
                                      awesome-workshopper
                                    
                                    alternatively, awesome-adventure
                                  
                                    A list of workshopper/adventure-based
                                        tutorials for various things. Inspired
                                        by awesome. These are terminal-based
                                        guides to learning a new programming
                                        concept. Here’s an example screenshot
                                        from rvagg’s
                                      learnyounode:
                                  
                                    ​
If you know of any other
                                        workshopper/adventure tutorials, feel
                                        free to fork/PR or open a new issue.
                                        This list will also serve as a wish-list
                                        of types: if you want a workshopper that
                                        is not listed here, open a pull request
                                        and I’ll see about getting it
                                        started.
                                  
                                    ​therebelrobot/awesome-workshopper
                                          A list of
                                            workshopper/adventure-based
                                            tutorials for various things.
                                            Inspired by awesome. These are
                                            terminal-based…github.com​
                                  
                                    ​
                                  
                                      jlevy/the-art-of-command-line
                                    
                                      The Art of Command Line
                                    
                                    Note: I’m planning to revise this and
                                        looking for a new co-author to help with
                                        expanding this into a more comprehensive
                                        guide. While it’s very popular, it could
                                        be broader and a bit deeper. If you like
                                        to write and are close to being an
                                        expert on this material and willing to
                                        consider helping, please drop me a note
                                        at josh (0x40) holloway.com. –jlevy,
                                      Holloway. Thank you!
                                  
                                            ​Meta​
                                          
                                            ​Basics​
                                          
                                            ​Everyday use​
                                          
                                            ​Processing files and
                                                    data​
                                          
                                            ​System debugging​
                                          
                                            ​One-liners​
                                          
                                            ​Obscure but useful​
                                          
                                            ​macOS only​
                                          
                                            ​Windows only​
                                          
                                            ​More resources​
                                          
                                            ​Disclaimer​
                                          
                                    ​
Fluency on the command line is a skill
                                        often neglected or considered arcane,
                                        but it improves your flexibility and
                                        productivity as an engineer in both
                                        obvious and subtle ways. This is a
                                        selection of notes and tips on using the
                                        command-line that we’ve found useful
                                        when working on Linux. Some tips are
                                        elementary, and some are fairly
                                        specific, sophisticated, or obscure.
                                        This page is not long, but if you can
                                        use and recall all the items here, you
                                        know a lot.
                                  
                                    This work is the result of
                                      many authors and translators. Some of this
                                      originally
                                      appeared
                                        on
                                      Quora, but it has since moved to GitHub,
                                        where people more talented than the
                                        original author have made numerous
                                        improvements.
                                      Please submit a question
                                        if you have a question related to the
                                        command line.
                                      Please contribute
                                        if you see an error or something that
                                        could be better!
                                  
                                    ​jlevy/the-art-of-command-line
                                          Master the command line, in one
                                            page. Contribute to
                                            jlevy/the-art-of-command-line
                                            development by creating an account
                                            on…github.com​
                                  
                                    ​
                                  
                                      papers-we-love/papers-we-love
                                    
                                    Papers We Love (PWL) is a community built around reading,
                                        discussing and learning more about
                                        academic computer science papers. This
                                        repository serves as a directory of some
                                        of the best papers the community can
                                        find, bringing together documents
                                        scattered across the web. You can also
                                        visit the
                                      Papers We Love site
                                        for more info.
                                  
                                    Due to
                                      licenses
                                        we cannot always host the papers
                                        themselves (when we do, you will see a
                                        📜 emoji next to its title in the
                                        directory README) but we can provide
                                        links to their locations.
                                  
                                    If you enjoy the papers, perhaps stop
                                        by a local chapter meetup and join in on
                                        the vibrant discussions around them. You
                                        can also discuss PWL
                                        events, the content in this repository,
                                        and/or anything related to PWL
                                        on our
                                      Slack, after
                                      signing-up
                                        to join it, or on our #paperswelove
                                        IRC channel on freenode.
                                  
                                    ​papers-we-love/papers-we-love
                                          Papers We Love ( PWL) is a
                                            community built around reading,
                                            discussing and learning more about
                                            academic computer science…github.com​
                                  
                                    ​
                                  
                                      awesome-selfhosted/awesome-selfhosted
                                    
                                      Awesome-Selfhosted
                                    
                                    Self-hosting is the practice of locally
                                        hosting and managing applications
                                        instead of renting from
                                      SaaSS
                                        providers.
                                  
                                    This is a list of
                                      Free
                                        Software
                                      network services
                                        and
                                      web applications
                                        which can be hosted locally. Non-Free
                                        software is listed on the
                                      Non-Free
                                        page.
                                  
                                    See
                                      Contributing.
                                  
                                    ​awesome-selfhosted/awesome-selfhosted
                                          A list of Free Software network
                                            services and web applications which
                                            can be hosted on your own servers
                                            …github.com​
                                  
                                    ​
                                  
                                      ripienaar/free-for-dev
                                    
                                      free-for.dev
                                    
                                    Developers and Open Source authors now
                                        have a massive amount of services
                                        offering free tiers, but it can be hard
                                        to find them all to make informed
                                        decisions.
                                  
                                    This is a list of software (SaaS, PaaS,
                                        IaaS, etc.) and other offerings that
                                        have free tiers for developers.
                                  
                                    The scope of this particular list is
                                        limited to things that infrastructure
                                        developers (System Administrator, DevOps
                                        Practitioners, etc.) are likely to find
                                        useful. We love all the free services
                                        out there, but it would be good to keep
                                        it on topic. It’s a bit of a grey line
                                        at times so this is a bit opinionated;
                                        do not be offended if I do not accept
                                        your contribution.
                                  
                                    This list is the result of Pull
                                        Requests, reviews, ideas and work done
                                        by 900+ people. You too can help by
                                        sending
                                      Pull Requests
                                        to add more services or by remove ones
                                        whose offerings have changed or been
                                        retired.
                                  
                                    NOTE:
                                        This list is only for as-a-Service
                                        offerings, not for self-hosted software.
                                        For a service to be eligible it has to
                                        offer a free tier and not just a free
                                        trial. If the free tier is time-bucketed
                                        it has to be for at least a year. We
                                        also consider the free tier from a
                                        security perspective, so SSO is fine but
                                        I will not accept services that restrict
                                        TLS to paid-only tiers.
                                  
                                    ​ripienaar/free-for-dev
                                          Developers and Open Source authors
                                            now have a massive amount of
                                            services offering free tiers, but it
                                            can be hard to…github.com​
                                  
                                    ​
                                  
                                      gothinkster/realworld
                                    
                                    ​
### Stay on the bleeding edge — join our GitHub Discussions!
                                        🎉
​
### See how the exact same Medium.com
                                        clone (called
                                      Conduit) is built using different
                                      frontends
                                        and
                                      backends. Yes, you can mix and match them,
                                        because they all adhere to the same
                                      API spec
                                        😮😎
                                  
                                    While most “todo” demos provide an
                                        excellent cursory glance at a
                                        framework’s capabilities, they typically
                                        don’t convey the knowledge &
                                        perspective required to actually build real
                                        applications with it.
                                  
                                    RealWorld solves this by allowing you
                                        to choose any frontend (React, Angular
                                        2, & more) and any backend (Node,
                                        Django, & more) and see how they
                                        power a real world, beautifully designed
                                        fullstack app called “Conduit”.
                                  
                                    Read the
                                      full blog post announcing RealWorld
                                            on Medium.​
                                  
                                      Implementations
                                    
                                    Over 100 implementations have been
                                        created using various languages,
                                        libraries, and frameworks.
                                  
                                    ​See the list of implementations on
                                            the CodebaseShow website
                                            >>>​
                                  
                                      Create a new implementation
                                    
                                    ​Create a new implementation
                                            >>>​
                                  
                                    Or you can
                                      view upcoming implementations
                                            (WIPs).
                                  
                                      How do I get up & running?
                                    
                                    Follow the instructions in the README
                                        of whatever frontend and/or backend
                                        repo’s you want to get up and
                                        running.
                                  
                                      Can you teach me how to build each
                                          stack from scratch?
                                    
                                    Yup! We’ve built step-by-step tutorials
                                        for all of our stacks that teach you how
                                        to go from git init
                                        all the way to the production ready
                                        application.
                                      Start learning now
                                            >>>​
                                  
                                      Community created resources
                                    
                                    Forks, tutorials, workshops, and other
                                        resources based on the RealWorld
                                        project:
                                  
                                            ​React+Redux / Node testing
                                                    workshop
                                                by
                                              Kent C. Dodds​
                                          
                                            Example repo showing the
                                                React+Redux and Node stacks
                                                working together w/ TDD
                                          
                                            Live recording of his workshop
                                                is
                                              available on YouTube​
                                          
                                            ​RealWorld React/NodeJS E2E
                                                    Tests
                                                by
                                              Anish Karandikar​
                                          
                                            A repo showing how to wire
                                              React
                                                frontend with
                                              NodeJS
                                                backend for a RealWorld
                                                fullstack
                                          
                                            Includes E2E integration tests
                                                that use
                                              Chrome Puppeteer
                                                and
                                              Mocha
                                                and work with CI systems like
                                              Travis CI
                                                and
                                              CircleCI​
                                          
                                            Also demonstrates usage of
                                              Greenkeeper
                                                for automatic dependency updates
                                                and
                                              Snyk
                                                for vulnerability
                                                monitoring
                                          
                                            Performance comparisons:
                                          
                                            ​A Real-World Comparison of
                                                    Front-End Frameworks with
                                                    Benchmarks 2020​
                                          
                                            ​A Real-World Comparison of
                                                    Front-End Frameworks with
                                                    Benchmarks 2019​
                                          
                                            ​A Real-World Comparison of
                                                    Front-End Frameworks with
                                                    Benchmarks 2018​
                                          
                                            ​A Real-World Comparison of
                                                    Front-End Frameworks with
                                                    Benchmarks 2017​
                                          
                                    ​gothinkster/realworld
                                          "The mother of all demo
                                            apps" - Exemplary fullstack
                                            Medium.com clone powered by React,
                                            Angular, Node, Django, and many…github.com​
                                  
                                    ​
                                  
                                      thedaviddias/Front-End-Checklist
                                    
                                    ​
### Front-End Checklist
                                  
                                      The Front-End Checklist is an
                                          exhaustive list of all elements you
                                          need to have / to test before
                                          launching your website / HTML page to
                                          production.
                                    
                                    ​How To Use
                                        •
                                      Contributing
                                        •
                                      Website
                                        •
                                      Product Hunt​
                                  
                                    Other Checklists:
                                      🎮 Front-End Performance
                                            Checklist
                                        •
                                      💎 Front-End Design Checklist​
                                  
                                    It is based on Front-End developers’
                                        years of experience, with the additions
                                        coming from some other open-source
                                        checklists.
                                  
                                    ​
                                  
                                      How to use?
                                    
                                    All items in the Front-End Checklist
                                        are required for the majority of the
                                        projects, but some elements can be
                                        omitted or are not essential (in the
                                        case of an administration web app, you
                                        may not need RSS feed for example). We
                                        choose to use 3 levels of
                                        flexibility:
                                  
                                            means that the item is
                                                recommended but can be omitted
                                                in some particular
                                                situations.
                                          
                                            means that the item is highly
                                                recommended and can eventually
                                                be omitted in some really
                                                particular cases. Some elements,
                                                if omitted, can have bad
                                                repercussions in terms of
                                                performance or SEO.
                                          
                                            means that the item can’t be
                                                omitted by any reason. You may
                                                cause a dysfunction in your page
                                                or have accessibility or SEO
                                                issues. The testing priority
                                                needs to be on these elements
                                                first.
                                          
                                    Some resources possess an emoticon to
                                        help you understand which type of
                                        content / help you may find on the
                                        checklist:
                                  
                                            📖: documentation or
                                                article
                                          
                                            🛠: online tool / testing
                                                tool
                                          
                                            📹: media or video
                                                content
                                          
                                        You can contribute to the
                                            Front-End Checklist App reading the
                                          CONTRIBUTING.md file
                                          which explains everything about the
                                            project.
                                      
                                    ​thedaviddias/Front-End-Checklist
                                          The Front-End Checklist is an
                                            exhaustive list of all elements you
                                            need to have / to test before
                                            launching your website…github.com​
                                  
                                    ​
                                  
                                      Level Up Coding
                                    
                                    Thanks for being a part of our
                                        community!
                                      Subscribe to our YouTube
                                            channel
                                        or join the
                                      Skilled.dev coding interview
                                            course.
                                  
                                    ​Coding Interview Questions + Land
                                            Your Dev Job | Skilled.dev
                                          The course to master the coding
                                            interview
                                            skilled.dev​
                                  
                                    By
                                      Bryan Guner
                                        on
                                      June 2, 2021.
                                  
                                    ​Canonical link​
                                  
                                    Exported from
                                      Medium
                                        on August 31, 2021.