Index

• Algorithms & Data Structures
• Android
• Angular
• Assembly
• Bash / Shell
• Bootstrap
• C
• C#
• C++
• Clojure
• Compilers
• CUDA
• Dart
• Data Science
• Databases
  • NoSQL
  • SQL
• Deep Learning
• Docker
• Flutter
• Game Development
• Git
• Go
• Haskell
• HTML / CSS
• iOS
• Java
• JavaScript
  • Angular.js
  • D3.js
  • DenoJS
  • jQuery
  • Next.js
  • NodeJS
  • React
  • React Native
  • Redux
  • Vue.js
• Kotlin
• Kubernetes
• Linux
• Lua
• Machine Learning
• Markdown
• Matlab
• Mercurial
• Misc
• .NET
• OCaml
• Perl
• PHP
• Python
  • Django
  • Flask
• QB64
• R
• Ruby
• Rust
• Scala
• Security
• Swift
  • Vapor
• Theory
• TypeScript
• Verilog / VHDL / SystemVerilog
• Web Development

Algorithms & Data Structures

• Algorithms - Abdul Bari
• Berkeley University CS 61B: Data Structures
• Data Structures - mycodeschool
• Data Structures Easy to Advanced Course - Full Tutorial from a Google Engineer - William Fiset - (freeCodeCamp)
• IIT Bombay Foundation of Data Structures (CS213.1x)
• Intro to Data Structures and Algorithms - Brynn Claypoole, Horatio Thomas (Udacity)
• MIT’s Design and Analysis of Algorithms (Spring 2012) - Dana Moshkovitz, Bruce Tidor
• MIT’s Design and Analysis of Algorithms (Spring 2015) - Erik Demaine, Srini Devadas, Nancy Lynch
• MIT’s Introduction to Algorithms (SMA 5503) (Fall 2005) - Charles Leiserson, Erik Demaine
• Princeton University Algorithms, Part 1
• Princeton University Algorithms, Part 2
• Sorting Algorithms - mycodeschool
• Stanford University Algorithms: Design and Analysis, Part 1
• Stanford University Algorithms: Design and Analysis, Part 2
• This is CS50x - David J. Malan (Harvard OpenCourseWare)

Android

• Advanced Android App Development - (Udacity)
• Advanced Android with Kotlin - (Udacity)
• Android App Development for Beginners Playlist - Bucky Roberts - (thenewboston)
• Android Basics: Data Storage - (Udacity)
• Android Basics: Multiscreen Apps - (Udacity)
• Android Basics: Networking - (Udacity)
• Android Basics: User Input - (Udacity)
• Android Basics: User Interface - (Udacity)
• Android Developer Fundamentals (Version 2) — Codelab
• Android Developer Fundamentals (Version 2) — Concepts
• Android Performance - (Udacity)
• Build Native Mobile Apps with Flutter - (Udacity)
• CS50 2019 - Android Track - David J. Malan (Harvard OpenCourseWare)
• Developing Android Apps - (Udacity)
• Developing Android Apps with Kotlin - (Udacity)
• Firebase in a Weekend: Android - (Udacity)
• Gradle for Android and Java - (Udacity)
• Kotlin Bootcamp for Programmers - (Udacity)
• Learn how to program: Android - Epicodus Inc.
• Material design
• Material Design for Android Developers - (Udacity)
• Programming Cloud Services for Android Handheld Systems
• Programming Mobile Applications for Android Handheld Systems pt. 1
• Programming Mobile Applications for Android Handheld Systems pt. 2
• Programming Mobile Services for Android Handheld Systems: Communication
• Programming Mobile Services for Android Handheld Systems: Concurrency

Angular

• Angular 6 Tutorials - codedamn (YouTube)
• Angular Courses - Programming with Mosh
• Angular Fast Crash Course - Edwin Diaz, Coding Faculty Solutions (Udemy)
• Angular for Beginners - Angular University (Udemy)
• Angular Tutorial For Beginners - Codevolution (YouTube)

Assembly

• Binary Exploitation / Memory Corruption by LiveOverflow - LiveOverflow
• Introduction To Reverse Engineering Software
• Introductory Intel x86: Architecture, Assembly, Applications, & Alliteration

Bash / Shell

• Bento Shell Track (Bento)
• How to CMake Good
• Shell Scripting Tutorial
• Shell Scripting Tutorial for Beginners (ProgrammingKnowledge)

Bootstrap

• Bootstrap 4 Quick Start: Code Modern Responsive Websites - Brad Hussey (Udemy)
• Bootstrap tutorial for beginners - kudvenkat
• Complete Bootstrap 4 course - build 3 projects - Igneus Technologies (Udemy)
• Complete Bootstrap Crash Course | Bootstrap 4 Tutorial - Julio Codes
• Introduction to Bootstrap - A Tutorial - Microsoft via edX (Class Central)
• Learn Bootstrap 4 for free - Neil Rowe (Scrimba)
• Learn Bootstrap 4 in this free 10-part course - Per Harald Borgen (Freecodecamp)
• Rapid website design with Bootstrap - Laurence Svekis (Udemy)

C

• C Programming Tutorial
• C Programming Tutorial for Beginners - Mike Dane - (freeCodeCamp)
• Introduction to Computer Science
• The Arduino Platform and C Programming

C Sharp

• C# 101 - Scott Hanselman, Kendra Havens Microsoft.
• C# Tutorial - Full Course for Beginners - Mike Dane - (freeCodeCamp)
• Learn how to program: C# - Epicodus Inc.

C++

• C++ For Programmers - Catherine Gamboa (Udacity)
• C++ Programming Tutorial for Beginners (For Absolute Beginners) - ProgrammingKnowledge
• C++ Tutorial - The Bad Tutorials
• C++ Tutorial for Beginners - Full Course - Mike Dane - (freeCodeCamp)
• Google’s C++ Course
• Introduction to C++ (MIT’s opencourseware)
• Microsoft edX Courses:
  • Advanced C++
  • Intermediate C++
  • Introduction to C++

Clojure

• Functional Programming with Clojure

Compilers

• Stanford’s Compilers

Cuda

• Intro to Parallel Programming Using CUDA to Harness the Power of GPUs (Udacity)

Dart

• Dart Course for Beginners (Udemy)
• Dart Programming Tutorial - Full Course - Mahmud Ahsan (FreeCodeCamp)
• Dart Programming Tutorial | Learn the Dart for Flutter (Udemy)

Data Science

• Advanced Data Mining with Weka MOOC
• Data Cleaning by Rachael Tatman at Kaggle
• Data Mining with Weka MOOC
• Data Science interview questions - Krish Naik
• Data Visualization by Alexis Cook at Kaggle
• Datavis 2020 - Curran Kelleher
• Introduction to Data Science in Python - Christopher Brooks (Coursera)
• Introduction to Python for Data Science
• More Data Mining with Weka MOOC
• The Analytics Edge

Databases

• Database Systems (MIT’s opencourseware)
• DML Server Administration - (Alison)
• Introduction to Databases (Stanford University)
• Learn SQL Basic for Data Science Specialisation (Coursera)

NoSQL

• MongoDB University - MongoDB, Inc. (email address required)

SQL

• Introduction to Database Queries - (edX New York University) - (Aspen Olmsted)
• Introduction to Databases and SQL Querying - Rakesh Gopalakrishnan (Udemy)
• Learn SQL - PopSQL
• MySQL Tutorial for Beginners [Full Course] - Programming with Mosh
• SQL Foundations - Sagar Uppuluri (Udemy)
• SQL Tutorial
• SQL Tutorial - Full Database Course for Beginners - Mike Dane (freeCodeCamp)

Deep Learning

• Complete Deep Learning - Krish Naik
• Convolutional Neural Networks for Visual Recognition
• Deep Learning for Natural Language Processing
• Deep Learning Specialization (coursera)
• Deep Multi-Task and Meta Learning - Chelsea Finn (Stanford University)
• Deep Reinforcement Learning - Sergey Levine
• Exploring Fairness in Machine Learning for International Development - Dr. Richard Fletcher, Prof. Daniel Frey, Dr. Mike Teodorescu, Amit Gandhi, Audace Nakeshimana (MIT OpenCourseWare)
• Intro to Deep Learning - Ryan Holbrook
• Introduction to Reinforcement learning with David Silver - David Silver
• MIT 6.S094: Deep Learning for Self-Driving Cars
• MIT 6.S191: Introduction to Deep Learning - Alexander Amini, Ava Soleimany
• Practical Deep Learning For Coders taught - Jeremy Howard
• Practical Deep Learning for Coders, v3 (using fastai library)
• Self-Paced Courses for Deep Learning
• Unsupervised Feature Learning and Deep Learning
• What is Deep Learning (Udacity)

Docker

• Docker - Raghav Pal
• Docker Tutorial - TutorialsPoint
• Docker Tutorial for Beginners - FreeCodeCamp
• Docker Tutorial Videos | DevOps Tool - edureka!
• IIEC RISE 1.0 Docker
• Learn Docker, Container Runtimes, Builders and Registries - Katacoda

Flutter

• Flutter Crash Course - Nick Manning (account required)
• Flutter Tutorial - Matt Sullivan, James Williams, Mary Xia (Udacity)
• Flutter Tutorial for Beginners - Mayuresh Wankhede (Udemy)

Game Development

• CS50 2019 - Games Track - David J. Malan (Harvard OpenCourseWare)
• Unity Beginner Fundamentals(Unity Learn)
• Unity Beginner Tutorials (Brackeys)
• Unity User Manual

Git

• Bento Git Learning Track (Bento)
• Bento GitHub Learning Track (Bento)
• Git - Gwendolyn Faraday
• Git & GitHub Tutorial for Beginners (The Net Ninja)
• Git and GitHub for Poets
• GitHowTo
• How to Use Git and GitHub (Udacity)
• Introduction to Git and GitHub - Google (Coursera)

Go

• A Tour Of Go
• Go Tutorial
• Golang | Gin HTTP Framework - Pragmatic Reviews
• Learn Go Programming - Golang Tutorial for Beginners - FreeCodeCamp

Haskell

• C9 : Functional Programming Fundamentals - Erik Meijer
• CIS 194: Introduction to Haskell - Brent Yorgey
• CS240h: Functional Systems in Haskell - Bryan O’Sullivan
• edX: Introduction to Functional Programming - Erik Meijer
• RWTH Aachen University: Functional Programming - Jürgen Giesl

HTML / CSS

• Bento CSS Learning Track (Bento)
• Bento HTML Learning Track (Bento)
• Build a Personal Website with Dash
• Build a responsive website with Webflow
• Build a SaaS landing page using Skeleton
• Build Dynamic Websites
• Code Your First Game: Arcade Classic in JavaScript on Canvas - Chris DeLeon (Udemy)
• Complete HTML/CSS BootCamp - FrontEnd Masters
• CSS Flexbox - Mastering the Basics - Vishwas Gopinath (Udemy)
• CSS Grid - Wesbos
• CSS Tutorial
• CSS3 tutorial for beginners | Learn CSS3 - Udemy
• Flexbox in 30 Days - Samantha Ming
• HTML & CSS Crash Course - The Net Ninja (Shaun Pelling)
• HTML and CSS Crash Course - Kevin Powell (scrimba)
• HTML and CSS Tutorials - Dani Krossing
• HTML Tutorial
• Learn how to program: CSS - Epicodus Inc.
• Learn HTML and CSS (BitDegree)
• Learn HTML5 Programming From Scratch
• Learn to style HTML using CSS
• Responsive Web Design with HTML5 and CSS3 - Advanced - Udemy
• Structuring the web with HTML
• Web Development By Doing: HTML / CSS From Scratch - Udemy
• What the Flexbox - Wesbos

iOS

• AppCoda Complete iOS Tutorial
• CS193p Developing Apps for IOS - Stanford
• CS50 2019 - iOS Track - David J. Malan (Harvard OpenCourseWare)
• Developing iOS 11 Apps with Swift
• Ray Wenderlich iOS Tutorial
• The Complete Swift iOS Developer - Create Real Apps in Swift - Grant Klimaytys (Udemy)

Java

• Advanced Software Construction in Java
• Central Connecticut State University, Introduction to CS Using Java
• CS106A - Programming Methodology - (Stanford)
• Introduction to Java
• Java Design Patterns and Architecture - John Purcell (Udemy)
• Java for Complete Beginners
• Java for Mobile Devices - Introducing Codename One
• Java Online Training | Edureka - (Edureka)
• Java Programming - Angie Jones (Applitools)
• Java Programming: Solving Problems with Software - (Coursera)
• Learn how to program: Java - Epicodus Inc.
• Object-Oriented programming with Java, part I
• Object-Oriented programming with Java, part II
• Princeton Algorithms, Part 1
• Problem Solving With Java (Udacity)
• Software Construction in Java
• Spring 5 Core - An Ultimate Guide - Somnath Musib (Udemy)

JavaScript

• Beginner’s Series to: JavaScript - Microsoft Developer (YouTube)
• Bento JavaScript Learning Track (Bento)
• Egghead.io
• ES6 and Typescript Tutorial - Codevolution
• Intro to JavaScript ES6 programming
• Intro To JavaScript Unit Testing & BDD - Traversy Media
• Javascript course - Hitesh Choudhary
• Javascript Essentials - Lawrence Turton (Udemy)
• Javascript30 - Wesbos
• Learn how to program: JavaScript - Epicodus Inc.
• Learn modern JavaScript - Beau Carnes (Scrimba) (Scrimba account required)
• learn:query
• Programming Foundations with Javascript, HTML and CSS - Owen Astrachan, Robert Duvall, Andrew D. Hilton, Susan H. Rodger (Coursera)

Angular.js

• CodeCademy Angular
• Egghead.io - AngularJS - John Lindquist
• Shaping up with Angular.js

D3.js

• D3 101 - Curran Kelleher
• Learn D3 - Codecademy (account required)

DenoJS

• Deno Beginner - Ahmad Awais - (email required)

jQuery

• Bento jQuery Track (Bento)
• Introduction to JQuery (Udacity)

Next.js

• Mastering Next.js

NodeJS

• Beginner’s Series to: Node.js - Microsoft Developer (YouTube)
• Node.js API Development for Beginners (Udemy)
• Node.js Basics - Java Brains (Youtube)

React

• Full-Stack Web Development with React Specialization - Jogesh K. Muppala (Coursera)
• React (progate) (account required)
• React basic in just 1 hour (Udemy)
• React Crash Course 2020 - freecodecamp
• React Hooks - WebDevSimplified
• ReactJS Basics - Bitfumes
• ReactJS Tutorial for Beginners - Codevolution
• Start Using React to Build Web Applications

React Native

• CS50’s Mobile App Development with React Native - edX
• React Native for Beginners - The Net Ninja
• React Tutorial for Beginners - codevolution

Redux

• Getting Started with Redux
• Learn Redux - Wes Bos (email address requested)

Vue.js

• Internationalization with vue-i18n
• Intro to Vue 2
• Intro to Vue 3
• JavaScript Testing Fundamentals
• Nuxt.js Fundamentals
• Vue Router for Everyone
• Vue.js Components Fundamentals
• Vue.js Fundamentals
• Vuex for Everyone

Kotlin

• Android Kotlin Tutorial: Create Android Apps using Kotlin - Sriyank Siddhartha (YouTube)
• Developing Android Apps with Kotlin (Udacity)
• Kotlin Bootcamp for Programmers - Aleks Haecky, Asser Samak, Sean McQuillan (Udacity)

Kubernetes

• Learn Kubernetes - Katacoda

Linux

• Introduction To Linux - The Linux Foundation (edx)
• Linux Administration Tutorial Videos - edureka!
• Linux Command Line - Adam Eubankas (Udemy)
• Linux Operating System Fundamentals - Linux Academy (Udemy)
• Linux Tutorials and Projects - Jason Cannon (Udemy)
• Red Hat Enterprise Linux Technical Overview - Red Hat, Inc. (Udemy)
• The Linux Basics: Beginner to Sysadmin, Step by Step

Lua

• Learn Lua in 15 Minutes - Tyler Neylon (HTML)
• Lua Interactive Crash Course
• Lua Tutorial

Machine Learning

• Deep Learning Fundamentals by DeepLearning.TV (cognitiveclass.ai)
• Google’s Machine Learning Crash Course
• Intro to Machine Learning (Kaggle)
• Intro to Machine Learning Udacity (Udacity)
• Machine Learning (SoloLearn) (account required)
• Machine Learning Recipes with Josh Gordon
• Machine Learning Tutorial Python | Machine Learning For Beginners - Dhaval Patel
• Machine Learning with Python by Saeed Aghabozorgi (cognitiveclass.ai)
• Pattern Recognition and Machine Learning
• Principles of Machine Learning By Microsoft
• PyTorch tutorials by PyTorch.org
• Stanford University Machine Learning

Markdown

• MasteringMarkdown - Wesbos

MATLAB

• Data Processing and Feature Engineering with MATLAB (coursera)
• Introduction to Matlab in English -Mohammed Mohammed
• MATLAB and Simulink Training
• MIT 18.S997 Introduction to MATLAB Programming

Mercurial

• Hg Init: a Mercurial Tutorial - Joel Spolsky

Misc

• Advanced Data Structures
• Advanced NLP using spaCy - Ines Montani
• AI Courses - Intel Corporation
• Algorithm Design and Implementation
• Aml-2018 Ambient Intelligence (F. Corno - L. De Russis - A. Monge Roffarello)
• Berkeley’s CS 61B: Data Structures
• Berkeley’s CS 162: Operating Systems and Systems Programming
• Berkeley’s CS 169: Software Engineering
• Berkeley’s CS 194: What is an Operating System?
• Bits: The Computer Science of Digital Information
• Caltech’s Learning From data
• Cloud Computing and Development - Ashwin Kumar Ramaswamy (UAceIt)
• Computer Graphics
• Elements of AI
• Embedded Software Safety (P. Koopman)
• FindLectures.com - Index of conference talks by language / topic
• Introduction to Reinforcement Learning with David Silver - David Silver
• LouvainX Paradigms of Computer Programming – Abstraction and Concurrency
• LouvainX Paradigms of Computer Programming – Fundamentals
• MIT 6.S099: Artificial General Intelligence
• MIT Numerical Methods (2014)
• MIT’s Artificial Intelligence
• MIT’s Computer Language Engineering
• MIT’s Introduction to Algorithms
• MIT’s Mathematics for Computer Science
• Principles of Reactive Programming
• Robotics I - (A. De Luca)
• Stanford Cryptography I
• Stanford Cryptography II
• Stanford SEE 229 - Machine Learning

.NET

• Learn how to program: .NET - Epicodus Inc.

OCaml

• Cornell’s Data Structures and Functional Programming
• Introduction to Functional Programming in OCaml

Perl

• Perl Tutorial

PHP

• Laravel 5.8 Tutorial From Scratch - Coder’s Tape (2019)
• Learn how to program: PHP - Epicodus Inc.
• PHP & MySQL Tutorial - The Bad Tutorials (2015)
• PHP Courses for Beginner - Learn-PHP.org
• PHP OOP Tutorials - Dani Krossing
• PHP Programming Language Tutorial - Full Course - freeCodeCamp.org (2018)
• PHP Tutorial - TutorialRepublic
• PHP Tutorials - Dani Krossing

Processing

• Learning Processing: A Beginner’s Guide to Programming Images, Animation, and Interaction - The Coding Train

Python

• An Introduction to Interactive Programming in Python (Part 1) (Coursera)
• An Introduction to Interactive Programming in Python (Part 2) (Coursera)
• Bento Python Learning Track (Bento)
• Berkeley’s Structure and Interpretation of Computer Programs
• Codesdope
• Fork Python (GeeksForGeeks)
• Google’s Python Course
• Introduction to Computer Science and Programming (MIT’s opencourseware)
• Introduction to Programming Using Python (edX)
• Introduction to Python (Microsoft Docs)
• Introduction to Python Basics for Data Science (DPhi)
• Introduction to Python Programming (Udacity)
• Introduction to Scripting in Python Specialization (Coursera)
• Learn Python
• Learn Python - Free Interactive Python Tutorial
• Learn Python From Scratch - MD. Hasanur Rahaman Hasib (Udemy)
• Learn Python Tutorial (Kaggle)
• Learn to program in Python
• Learn to Program: The Fundamentals (Coursera)
• Programming Foundations with Python (Udacity)
• Python 3 (SoloLearn)
• Python And Cryptocurrency: Build 5 Real World Applications Ian Annase (Udemy)
• Python Built in Functions A to Z Tutorial and Examples - Brainy Things
• Python Course
• Python Course from scratch - Olaf Paulson (scrimba)
• Python Data Analysis - Scott Rixner, Joe Warren (Coursera)
• Python for Everybody (Coursera Reading Materials with YouTube Videos)
• Python Learn Course - Colin Morris (Kaggle)
• Python OOP Tutorials - Working with Classes - Corey Schafer
• Python Programming Essentials - Scott Rixner, Joe Warren (Coursera)
• Python Programming Language (Geeks for Geeks)
• Python Programming Tutorial
• Python Tutorial - Python for Beginners [Full Course] (Programming with Mosh)
• Python Tutorials - Corey Schafer
• SoloLearn
• The Python Tutorial
• Using Python for Research (edX Harvard)

Django

• Django for Everybody (Coursera Reading Materials with YouTube Videos)
• Django Tutorial for Beginners - Navin Reddy
• Django Tutorials - Corey Schafer
• Python Django Tutorial 2018 for Beginners - Clever Programmer

Flask

• Flask Tutorials - Corey Schafer
• Python Flask Tutorial (TutorialsPoint)

QB64

• Game Programming with QB64 - Terry Ritchie

R

• R Programming
• R Programming Tutorial - (Barton Poulson) - (freeCodeCamp)
• R Tutorial For Beginners | Edureka - (Edureka)

Ruby

• Agile Development Using Ruby on Rails - Advanced
• Agile Development Using Ruby on Rails - Basics
• An Introduction to Ruby Programming Language - Ali Tourani (HTML, PDF)
• Learn how to program: Ruby - Epicodus Inc.
• Learn Ruby
• RESTful API with Ruby On Rails 5 - Udemy
• Ruby Tutorial
• RubyMonk - Interactive Ruby tutorials

Rust

• Intro to Rust - Tensor Programming
• Rust Basics - Engineer Man
• Rust Crash Course - Traversy Media
• Rust Projects - Tensor Programming
• Rust Tutorial - Doug Milford

Scala

• Functional Programming Principles in Scala
• Principles of Reactive Programming

Security

• Computer Systems Security - Prof. Nickolai Zeldovich (MIT OpenCourseWare)
• Ethical Hacking -(Hacker101)
• The Complete Cyber Security & Hacking Course -(Insec Techs- EH Academy)
• Zero to Hero: A Practical Network Penetration Testing Course - The Cyber Mentor

Swift

• 100 days of Swift - Hacking With Swift
• How To Make An App For Beginners (iOS/Swift - 2019) - Chris Ching (Udemy)
• Learn Swift - CodeWithChris
• Swiftris - Build an iOS Tetris app from scratch

Vapor

• Vapor University

Theory

• Automata Theory
• Intro to Theoretical Computer Science (Udacity)

TypeScript

• Introduction to TypeScript - Daniel Stern (Udemy)
• TypeScript Fast Crash Course - Edwin Diaz, Coding Faculty Solutions (Udemy)

Verilog / VHDL / SystemVerilog

• SOC Verification Using SystemVerilog
• SystemVerilog - Learn basics of SystemVerilog for Hardware Verification
• SystemVerilog based UVM Methodology - Learn to build UVM based Testbenches in SystemVerilog

Web Development

• ASP.NET Core Tutorial For Beginners - Venkat (Pragim Technologies)
• CS50’s Web Programming with Python and JavaScript - Brian Yu,David J. Milan (edX Harvard CS50)
• Discover Flask - Full Stack Web Development with Flask
• Flask(A Python Microframework) Tutorial
• Free Code Camp
• Full stack open - University of Helsinki
• Learn web development - Mozilla Contributors
• Python Web Scraping & Crawling using Scrapy
• The Odin Project - Learn Web Development for Free
• Web Development for Beginners - A Curriculum - Microsoft
• Web Devevelopment Tutorials for Beginners - LearnCode.academy
• Web Information Retrieval - L. Becchetti, A. Vitaletti (University of Sapienza Rome)