Index

• Algorithms & Data Structures
• Android
• Assembly
• Bash / Shell
• C
• C#
• C++
• Clojure
• Compilers
• CUDA
• Data Science
• Databases
• Deep Learning
• Git
• Go
• Haskell
• HTML / CSS
• iOS
• Java
• JavaScript
  • Angular.js
  • jQuery
  • React
  • Redux
  • Sails.js
• Lua
• Machine Learning
• Matlab
• Mercurial
• Misc
• .NET
• OCaml
• Perl
• PHP
• Python
• QB64
• R
• RethinkDB
• Ruby
• Sails.js
• Scala
• Software Engineering
• SQL
• Swift
  • Vapor
• Theory
• Verilog / VHDL / SystemVerilog
• Web Development

Algorithms & Data Structures

• Berkeley University CS 61B: Data Structures
• IIT Bombay Foundation of Data Structures (CS213.1x)
• 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
• Stanford University Algorithms: Design and Analysis, Part 1
• Stanford University Algorithms: Design and Analysis, Part 2

Assembly

• Introduction To Reverse Engineering Software
• Introductory Intel x86: Architecture, Assembly, Applications, & Alliteration

Android

• Creative, Serious and Playful Science of Android Apps
• Learn how to program: Android - Epicodus Inc.
• Material design
• 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
• Udacity Android Course Catalog

Bash / Shell

• Bento Shell Track (Bento)
• Shell Scripting Tutorial

C

• C Programming Tutorial
• Introduction to Computer Science
• The Arduino Platform and C Programming

C Sharp

• Learn how to program: C# - Epicodus Inc.

C++

• C++ Tutorial
• Google’s C++ Course
• Introduction to C++ (MIT’s opencourseware)
• LearnCpp.com C++ Tutorial
• 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

Data Science

• Advanced Data Mining with Weka MOOC
• Data Mining with Weka MOOC
• Introduction to Python for Data Science
• More Data Mining with Weka MOOC
• The Analytics Edge

Databases

• Database Systems (MIT’s opencourseware)
• Introduction to Databases (Stanford University)

Deep Learning

• Convolutional Neural Networks for Visual Recognition
• Deep Learning for Natural Language Processing
• MIT 6.S094: Deep Learning for Self-Driving Cars
• Practical Deep Learning For Coders taught - Jeremy Howard
• Self-Paced Courses for Deep Learning
• Unsupervised Feature Learning and Deep Learning
• What is Deep Learning

Git

• Bento Git Learning Track (Bento)
• Bento GitHub Learning Track (Bento)
• Git and GitHub for Poets
• How to Use Git and GitHub (Udacity)

Go

• A Tour Of Go
• Go Tutorial

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
• CSS Tutorial
• HTML Tutorial
• Learn how to program: CSS - Epicodus Inc.
• Learn HTML5 Programming From Scratch

iOS

• AppCoda Complete iOS Tutorial
• Developing iOS 11 Apps with Swift
• Ray Wenderlich iOS Tutorial

Java

• Central Connecticut State University, Introduction to CS Using Java
• Introduction to Java
• Java for Complete Beginners
• Java for Mobile Devices - Introducing Codename One
• 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
• Princeton Algorithms, Part 2
• Problem Solving With Java

JavaScript

• Bento JavaScript Learning Track (Bento)
• Egghead.io
• Learn how to program: JavaScript - Epicodus Inc.
• learn:query

Angular.js

• Angular.js Youtube Channel
• CodeCademy Angular
• egghead.io youtube channel: Learn AngularJS with Tutorial Videos & Training
• Shaping up with Angular.js

jQuery

• Bento jQuery Track (Bento)

React

• Start Using React to Build Web Applications

Redux

• Getting Started with Redux

Sails.Js

• Develop web apps in Node.js and Sails.js

Lua

• Lua Interactive Crash Course
• Lua Tutorial

Machine Learning

• Google’s Machine Learning Crash Course
• Machine Learning Mini Bootcamp
• Pattern Recognition and Machine Learning
• Principles of Machine Learning By Microsoft
• Stanford University Machine Learning

MATLAB

• MIT 18.S997 Introduction to MATLAB Programming

Mercurial

• Hg Init: a Mercurial Tutorial - Joel Spolsky

Misc

• Advanced Data Structures
• 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
• Computer Graphics
• Embedded Software Safety (P. Koopman)
• FindLectures.com - Index of conference talks by language / topic
• 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

• Learn how to program: PHP - Epicodus Inc.
• PHP & MySQL Tutorial

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
• Google’s Python Course
• Introduction to Computer Science and Programming (MIT’s opencourseware)
• Introduction to Python Programming (Udacity)
• Learn Python
• Learn Python - Free Interactive Python Tutorial
• Learn to program in Python
• Learn to Program: The Fundamentals (Coursera)
• Learn to Program Using Python (edX)
• Microsoft Virtual Academy
• Programming for Everybody
• Programming Foundations with Python (Udacity)
• Python Course
• Python Programming Tutorial

QB64

• Game Programming with QB64 - Terry Ritchie

R

• R Programming

RethinkDB

• RethinkDB: Distributed Databases

Ruby

• Learn how to program: Ruby - Epicodus Inc.
• RubyMonk - Interactive Ruby tutorials

Scala

• Functional Programming Principles in Scala
• Principles of Reactive Programming

Software Engineering

• Advanced Software Construction in Java
• Agile Development Using Ruby on Rails - Advanced
• Agile Development Using Ruby on Rails - Basics
• Software Construction in Java

SQL

• SQL Tutorial

Swift

• Swiftris - Build an iOS Tetris app from scratch

Vapor

• Vapor University

Theory

• Automata Theory
• Udacity: Intro to Theoretical Computer Science

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
• Verilog Hardware Description Language - An Introductory Course

Web Development

• Discover Flask - Full Stack Web Development with Flask
• Flask(A Python Microframework) Tutorial
• Free Code Camp
• The Odin Project - Learn Web Development for Free
• Udacity Web Development Course Catalog