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Table of contents

• Artificial intelligence
  • Deep learning
  • General learning
  • Machine learning
  • Research
  • Robotics
• Computer science
  • Algorithms
    • mergeSort algorithm
    • quickSort algorithm
  • Compilers
  • Computational complexity & P vs NP
  • Data structures
  • Full degree
  • Introduction
  • Mixed topics
• Cryptocurrencies
  • Bitcoin
• Engineering
• Git / GitHub
• Graphic design
  • 3D creation
  • Raster graphics (JPEG, PNG, GIF, TIFF, BMP, PSD, PSB, etc.)
  • Vector graphics, 2D (SVG, CGM, AI, CDR, ODG, XPS, DXF, etc.)
• Mathematics
  • Beginner-oriented
  • Calculus
    • Derivatives
  • Complex analysis
  • Differential equations
  • Discrete mathematics
• Encryption
• General topics
  • Linear algebra
  • Modular arithmetic
  • Numerical analysis
  • Probability & statistics
  • Real analysis
  • Regression Analysis
  • Topology
  • Trigonometry
• Programming
  • Android
  • C
  • C#
  • C++
  • General
  • JavaScript
  • PHP
  • Python
  • SQL
    • PostgreSQL
  • Web development
    • CSS
• Software engineering
• Study skills
• Virtual reality

Note:

• When software is used, open source software is denoted with a .

Artificial intelligence

• IIT Madras - Artificial Intelligence (playlist) - NPTEL
• Lex Fridman - Podcast, deep learning, self-driving cars, research.
• MIT 6.034 Artificial intelligence (playlist) - MIT OpenCourseWare

Deep learning

• Deep Learning Oxford course (playlist) - Dan Colman

General learning

• Siraj Raval (channel) - “I’m on a warpath to inspire and educate developers to build Artificial Intelligence. Games, music, chatbots, art, I’ll teach you how to make it all yourself.”

Machine learning

• Machine Learning Course - CS 156 (playlist) - caltech
• Machine Learning Course - CS229 (playlist) - Stanford
• Neural Networks for Machine Learning - Geoffrey Hinton 2016 (playlist) - Colin McDonnell
• Tübingen Machine Learning - “YouTube channel of the machine learning groups at the University of Tübingen.”

Research

• Two Minute Papers (channel) - “Awesome research for everyone.”

Robotics

• Introduction to Robotics (playlist) - Stanford

Computer science

• CrashCourse Computer Science (playlist) - CrashCourse
• Computerphile (channel) - “Videos all about computers and computer stuff. Sister channel of Numberphile.”
• Easy Theory - “This is a channel about making Computer Science theory as easy as possible.” Relevant for Fundamentals of Computer Science as well as Algorithms and Data Structures I.
• UC Berkeley CS10 Beauty and Joy of Computing Fa10 (1080p HD) (playlist) - Dan Garcia

Algorithms

• Alejandra Beghelli’s channel - Instructor for Algorithms and Data Structures II.
• Algorithm Design and Analysis (playlist) - UC Davis
• Algorithmic Lower Bounds: Fun with Hardness Proofs (playlist) - MIT OpenCourseWare - “[…] summarizing the prerequisite complexity theory and featuring two examples of hardness proofs in games.”
• Algorithms Course - Graph Theory Tutorial from a Google Engineer - freeCodeCamp.org
• Algorithms for Big Data (playlist) - Harvard University
• Introduction to algorithms (playlist) - Abdul Bari
• Introduction to algorithms (playlist) - MIT OpenCourseWare

mergeSort algorithm

• 2.7.2. Merge Sort Algorithm - Abdul Bari
• Algorithm lecture 8 – Merge sort algorithm, analysis and problems - Gate Lectures by Ravindrababu Ravula
• Visualization of Mergesort vs Quicksort - UdiProd

quickSort algorithm

• Algorithms lecture 9 – Quick sort algorithm - Gate Lectures by Ravindrababu Ravula
• 2.8.1 QuickSort Algorithm - Abdul Bari
• Visualization of Quicksort (HD) - UdiProd

Compilers

• IIT Kanpur – Compiler Design (playlist) - NPTEL

Computational complexity & P vs NP

• Computational Complexity - MIT OpenCourseWare
• P vs. NP and the Computational Complexity Zoo - hackerdashery

Data structures

• Advanced data structures (playlist) - MIT OpenCourseWare

Full degree

• IIT Madras - BSc Degree Programme - By https://onlinedegree.iitm.ac.in/

Introduction

• Introduction to Computer Science and Programming, Spring 2011 (playlist) - MIT OpenCourseWare

Mixed topics

• CS50 Beyond 2019 (playlist) - CS50. About HTML, CSS, Git, GitHub, Python, Flask, Object-Oriented Programming, AI, JavaScript, ORMs, APIs, React, security, scalability.
• CS50 2018 (playlist) - CS50 (Harvard’s Introductory Computer Science Course). About C, arrays, memory, data structures, HTTP, HTML, CSS, Python, Web programming, SQL.

Cryptocurrencies

Bitcoin

• Bitcoin and Cryptocurrency Technologies Online Course (playlist) - Matteo Scappini

Engineering

• CrashCourse Engineering (playlist) - CrashCourse

Git / GitHub

• CS50 Beyond 2019 - CS50
• Git & GitHub Crash Course For Beginners - Traversy Media
• Git and GitHub for Beginners - Crash Course - freeCodeCamp.org
• Git Tutorial for Beginners: Command-Line Fundamentals (playlist) - Corey Schafer
• GitHub Basics Tutorial - How to Use GitHub - freeCodeCamp.org
• MIT Missing semester (Version Control) - Git data model - MIT
• The Ultimate Git & GitHub Crash Course - Learn to Version Control for Beginners - Laith Harb

Graphic design

3D creation

• Blender Guru Tutorials (playlists) - Blender Guru

Raster graphics (JPEG, PNG, GIF, TIFF, BMP, PSD, PSB, etc.)

• Photoshop Tutorials (channel) - Photoshop Tutorials
• Tutorials with GIMP (channel) - Logos By Nick

Vector graphics, 2D (SVG, CGM, AI, CDR, ODG, XPS, DXF, etc.)

• Logo design in Adobe Illustrator (channel) - Mohamed Achraf
• Tutorials with Inkscape (channel) - Logos By Nick

Mathematics

• Computer Science - Riemann Hypothesis and its Applications (playlist) - NPTEL
• Mathematics for Computer Science (2010) (playlist) - MIT OpenCourseWare
• Mathematics for Computer Science (2015) (playlist) - MIT OpenCourseWare

Beginner-oriented

• Eddie Woo (channel) - Covers topics ranging from quadratic equations, graphing, functions, factorization, probability, trigonometry, series on finances, calculus, geometry, series & sequences, etc.

Calculus

• Beginner
  • Essence of calculus (playlist) - 3Blue1Brown
• One step beyond
  • Highlights of Calculus (playlist) - MIT OpenCourseWare
• More advanced
  • Calculus Blue - All about Calculus (big playlists) - Prof Ghrist Math
  • Calculus Single Variable (playlist) - Penn Online Learning
  • MIT Calculus Revisited: Calculus of Complex Variables (playlist) - MIT OpenCourseWare
  • MIT Calculus Revisited: Multivariable Calculus (playlist) - MIT OpenCourseWare
  • MIT Calculus Revisited: Single Variable Calculus (playlist) - MIT OpenCourseWare
  • Open Ed: Leingang, Calculus I (playlist) - New York University
  • Vector Calculus @ UNSW Sydney. Dr Chris Tisdell (playlist) - UNSWelearning

Derivatives

• Chain rule: example with trigonometric function - MIT OpenCourseWare
• Chains f(g(x)) and the Chain Rule - MIT Highlights of Calculus - MIT OpenCourseWare
• The Chain Rule for differentiation of composite functions - ExamSolutions

Complex analysis

• Complex Analysis - Part 1 (playlist) - NPTEL
• Complex Analysis - Part 2 (playlist) - NPTEL

Differential equations

• Differential equations (2006) (playlist) - MIT OpenCourseWare
• Differential equations (2011) (playlist) - MIT OpenCourseWare
• Differential equations (2016) (playlist) - MIT OpenCourseWare

Discrete mathematics

• Algorithms
  • Algorithms: Graph Search, DFS and BFS - HackerRank
  • Breadth-First Search (BFS) algorithm - MIT OpenCourseWare
  • Depth-First Search (DFS), Topological Sort - MIT OpenCourseWare
  • Graph Traversals - BFS & DFS -Breadth First Search and Depth First Search - Abdul Bari
  • Maximum Matching Algorithm - HEGARTYMATHS
  • Dijkstra’s algorithm
    • Dijkstra’s Shortest Path Algorithm - Graph Theory - WilliamFiset
    • Graph Data Structure 4. Dijkstra’s Shortest Path Algorithm - Computer Science
    • Dijkstra’s algorithm in 3 minutes — Review and example - Michael Sambol
  • Hopcroft–Karp algorithm
    • Hopcroft karp Algorithm explanation - Holly Baker
    • Hopcroft-Karp Algorithm - Samuel Russell
    • Hopcroft–Karp algorithm - Joromy Bou Khalil
  • Kruskal’s algorithm
    • Kruskal’s algorithm in 2 minutes — Review and example - Michael Sambol
    • Kruskal’s Algorithm for Minimum Spanning Tree - GeeksforGeeks
  • Prim’s algorithm
    • Prim’s algorithm in 2 minutes — Review and example - Michael Sambol
• Computer Sc - Discrete Mathematical Structures (playlist) - Kamala Krithivasan
• Discrete Math 1: Sets, propositional logic, factorials, permutations, combinations, proofs, mathematical induction, injective/surjective/bijective functions, inverse functions, algorithms (playlist) - TheTrevTutor
• Discrete Math 2: Permutations, combinations, probability, graph theory, trees, Dijkstra’s Algorithm (playlist) - TheTrevTutor
• Discrete Math I (playlist) - Kimberly Brehm
• Discrete mathematics (playlist) - GATEBOOK Video Lectures
• Recurrence relations: see lectures 14-15 of Mathematics for Computer Science (2010) (playlist) - MIT OpenCourseWare
• Sets, sequences, functions, summations, matrices, algorithms (playlist) - Kimberly Brehm
• Strong Induction Examples - Michael Barrus
• The Karnaugh Map - Rules of Simplification - Jonnie Palmer
• Transitive closure - GVSUmath

Encryption

• Lecture 12: The RSA Cryptosystem and Efficient Exponentiation - Christof Paar
• RSA algorithm - from CS50’s videos.

General topics

• 3Blue1Brown - 3Blue1Brown. “Some combination of math and entertainment, depending on your disposition.”
  • Grant Sanderson - “Sister channel to 3Blue1Brown for side projects.”
• Numberphile (channel) - “Videos about numbers - it’s that simple.”

Linear algebra

• Beginner
  • Essence of linear algebra (playlist) - 3Blue1Brown
• More advanced
  • A first course in Linear Algebra - N J Wildberger (playlist) - UNSWelearning
  • IIT Madras - Linear Algebra (playlist) - NPTEL
  • MIT 18.06 Linear Algebra (2005) (playlist) - MIT OpenCourseWare
  • MIT 18.06SC Linear Algebra (2011) (playlist) - MIT OpenCourseWare

Modular arithmetic

• Lecture 2: Modular Arithmetic and Historical Ciphers - Christof Paar
• Modular Arithmetic and Algorithms (playlist) - Samuel Chukwuemeka

Numerical analysis

• IIT Bombay – Elementary Numerical Analysis (playlist) - NPTEL

Probability & statistics

• CrashCourse Statistics (playlist) - CrashCourse
• Introduction to probability (playlist) - MIT OpenCourseWare
• MIT 6.041SC Probabilistic Systems Analysis and Applied Probability (2010) (playlist) - MIT OpenCourseWare
• Probabilistic Systems Analysis and Applied Probability (2011) (playlist) - MIT OpenCourseWare
• Probability for Math Science: UCLA Math 3C (playlist) - UCLACourses
• Statistical Methods for Scientists and Engineers (playlist) - NPTEL
• Statistics 110: Probability (playlist) - Harvard University

Real analysis

• Real Analysis: Lectures by Professor Francis Su (playlist) - Francis Su
• Real Analysis (playlist) - NPTEL

Regression Analysis

• IIT Madras – Regression analysis (playlist) - NPTEL

Topology

• Algebraic Topology: a beginner’s course - N J Wildberger (playlist) - UNSWelearning
• IIT Madras – Topology (playlist) - NPTEL

Trigonometry

• Rational Trigonometry— N J Wildberger (playlist) - njwildberger

Programming

Android

• CSSE490: Android Development (Winter 10-11) (playlist) - Rose-Hulman Online

C

• Beginner
  • C Programming Tutorial for Beginners [3h46m] - freeCodeCamp.org

C#

• Create a C# Application from Start to Finish - Complete Course [24h00m] - Literally a course you can take in 24 hours… If you don’t sleep. - freeCodeCamp.org

C++

• Beginner
  • C++ Object Oriented Programming Video Tutorial - Playlist by LearningLad
  • C++ Tutorial for Beginners - Full Course [4h01m] - freeCodeCamp.org
  • C++ - Playlist by The Cherno

General

• mCoding - James Murphy. “Programming and mathematics, mostly including Python and C++.”

JavaScript

• Beginner

  • JavaScript Crash Course For Beginners [1h40m] - Traversy Media
  • JavaScript ES6 Tutorial - JavaScript from Basic to Advanced - Build Real World Applications Part 1 [7h09m] - Code Geek
  • JavaScript ES6 Tutorial - JavaScript from Basic to Advanced - Build Real World Applications Part 2 [8h51m] - Code Geek
  • JavaScript Tutorial for Beginners: Learn JavaScript Basics in 1 Hour [48m16s] - Programming with Mosh
  • Learn JavaScript - Full Course for Beginners [3h26m] - freeCodeCamp.org
  • p5.js – The Coding Train (playlists) - Channel from Daniel Shiffman, a board member of p5.js.

• More advanced

  • ECMAScript 6 / ES6 New Features (playlist) - thenewboston
  • Node.js Crash Course [1h30m] - Traversy Media

PHP

• PHP Programming Language - Full Course [4h37m] - freeCodeCamp.org

Python

• Beginner

  • Introduction to Computer Science and Programming in Python (playlist) - MIT OpenCourseWare
  • Introduction to Python 3 Programming Tutorial (playlist) - sentdex
  • Python Programming Tutorials Computer Science (playlist) - Socratica
  • Python Tutorial for Absolute Beginners (playlist) - CS Dojo
  • Python Tutorials (playlist) - Corey Schafer
  • Learn Python - Full Course for Beginners [4h27m] - freeCodeCamp.org
  • Python Tutorial for Beginners - Full Python Programming Course [6h14m] - Programming with Mosh

• More advanced

  • Machine learning & deep learning
    • sentdex (channel)
  • Web development with Python
    • Corey Schafer (channel)

SQL

• Beginner
  • SQL - Full course for beginners [4h20m] - freeCodeCamp.org
  • SQL Computer Science (playlist) - Socratica

PostgreSQL

• Beginner
  • Learn PostgreSQL - Full Course for Beginners [4h19m] - freeCodeCamp.org

Web development

• Learn HTML/CSS (playlist) - Neil Rowe
• Monsterlessons Academy - Oleksandr Kocherhin. Focus on front-end development. “Javascript, Typescript, React, Angular, Vue, Git, Docker, Node JS and much more.”
• Traversy Media
• Web Development Tutorial For Beginners (playlist) - LearnCode.academy
• Weibenfalk - Thomas Weibenfalk. “React, Vanilla Javascript, Gatsby, CSS, HTML and occasional backend development. A lot of the focus is on ReactJS cause I love it!”

CSS

• Bootstrap Grid - CSS Grids Series (playlist) - DevTips

Software engineering

• Engineer Man (channel) - “I make fun and informative software engineering videos for a globally diverse audience on topics like JavaScript, Python, C, and Linux.”

Study skills

• CrashCourse Study Skills (playlist) - CrashCourse

Virtual reality

• CS - Virtual Reality (playlist) - NPTEL