Top 50 Awesome List

tayllan/awesome-algorithms

Theory  2 months ago  11.8k
A curated list of awesome places to learn and/or practice algorithms.
View byDAY/WEEK/README
View on Github

May 9th

Online Courses

  • MIT 18-409 - Topics in Theoretical Computer Science: An Algorithmist's Toolkit - It covers a collection of geometric techniques that apply broadly in modern algorithm design.
  • May 6th

    Online Courses

  • MIT - 6-006 - Well explained algorithms.
  • Mar 1st

    Websites

  • A Visual Guide to Graph Traversal Algorithms - Interactive visualizations for learning how graph traversal algorithms work.
  • Code-Drills - Practice problems recommender (includes Codeforces, Codechef, and Spoj).
  • CP-Algorithms - Algorithms and data structures are especially popular in the field of competitive programming.
  • Geeks for Geeks - Lots and lots of well-explained and implemented algorithms.
  • Path Finding - A visual representation of how algorithms such as A*, IDA*, Breadth-First-Search, Best-First-Search, and others describe a path between two points A and B.
  • Rosetta Code - A programming chrestomathy site that aims to present implementations of many algorithms and data structures in different programming languages.
  • Learnersbucket - Tutorials on data structures and algorithms in Javascript.
  • Online Courses

  • Algorithms, Part I - This course covers the essential information that every serious programmer needs to know about algorithms and data structures. Part I covers elementary data structures, sorting, and searching algorithms.
  • Khan Academy Algorithms - Algorithm course ministered by Tomas Cormen and Devin Balkcom.
  • MIT - 6-00sc - An easy and well-explained introduction to algorithms.
  • YogiBearian YouTube Channel - Lots of well-explained videos on various computer science subjects. Account terminated due to violations of Youtube Policies.
  • Books

    Algorithms and Data structures

  • Algorithm Design - Pretty straightforward.
  • Swift Algorithms & Data Structures - A practical guide to concepts, theory, and code.
  • The Algorithm Design Manual - Easy to read and full of real-world examples.
  • Algorithmic Puzzles - A very accessible illustration of algorithms in the forms of puzzles. No programming experience is required!
  • Online Judges

  • Algo Muse - Research-based algorithmic problems.
  • Codefights - Practice programming and tackle your next tech interview
  • CodeMarshal - Real-world contests online!
  • Coding Blocks - Website that has problems based on Maths, Data Structures, Various Algorithm and also conducts Coding Competition.
  • HackerEarth - Practice algorithmic problems & challenges and participate in hiring challenges.
  • HiHoCoder - Chinese and English problem-solving practice and recruitment challenge site.
  • Interviewbit - Learn, practice, and prepare for interviews.
  • ProjectEuler - Mathematical problems that can be solved using algorithms (or just a pencil, depending on how much you already know).
  • Rosalind - A platform for learning bioinformatics and programming through problem-solving.
  • TopCoder - Lots of problems and real-world/money-worthy problems in Graphic Design, Data Science, and Development.
  • Toph - Bangladeshi Online Judge. Holds online contests regularly.
  • URI - Brazilian Online Judge. Not so many problems, but it's growing and it has online contests.
  • UVA - Hundreds of problems (from previous ACM-ICPC Regionals, World Finals, and others).
  • Blogs

  • Sport of Programming - Informative blog for starting with the sport of programming.
  • Algorithms and Data Structures - For getting a deeper knowledge of algorithms and how to think in the right direction.
  • Related Awesome Lists

  • Theoretical Computer Science - The interdisciplinary of Mathematics and Computer Science, Distinguished by its emphasis on mathematical technique and rigour.
  • Jul 7th, 2021

    Related Awesome Lists

  • Mathstars6k - Freely available lecture notes on mathematics.
  • Jul 4th, 2021

    Github Libraries

  • PHP
  • Jun 7th, 2021

    Websites

  • CodeChef - Learning DSA by practice on Codechef
  • Mar 17th, 2021

    Websites

  • redblobgames - interactive visual explanations of math and algorithms, using motivating examples from computer games.
  • Mar 5th, 2021

    Books

    Algorithms and Data structures

  • Algorithms in a Nutshell - by George T. Heineman.
  • Websites

  • W3School - Data Structures tutorial.
  • Books

    Algorithm Analysis

  • Sedgewick & Flajolet. An Introduction to the Analysis of Algorithm - Am advanced complete survey, intended only for the mathematically matured reader.
  • McConnell. Analysis of Algorithms - A very accessible and brief book on algorithms analysis, with implemented code included.
  • Vrajitoru & Knight. Practical Analysis of Algorithms - A very accessible and brief book on algorithms analysis, with implemented code included.
  • Books

    Randomized Algorithms

  • Motwani & Raghavan. Randomized Algorithms - A standard classic book.
  • Mitzenmacher & Upfal. Probability and Computing: Randomization and Probabilistic Techniques in Algorithms and Data Analysis - Standard text for probability methods and their applications on randomized algorithms.
  • Jan 10th, 2021

    Sep 11th, 2020

    Aug 11th, 2020

    Blogs

  • Algorithm Tutorials by Tanuj Khattar - Excellent blog by Tanuj Khattar. Covers tutorials on some interesting data structures along with example problems to solve.
  • Websites

  • Programiz - Easy to follow tutorials on data structures and algorithms along with suitable examples.
  • Online Judges

  • Codility - Compete to land coding jobs at top companies
  • Feb 2nd, 2020

    Cheat Sheets

  • Algo Deckstars4.7k - An open-source collection of +200 algorithmic cards.
  • Jan 7th, 2020

    Books

    Algorithms and Data structures

  • Real World Algorithms: A Beginner's Guide - An introduction to algorithms for readers with no background in advanced mathematics or computer science.
  • Dec 23rd, 2019

    Dec 21st, 2019

    Github Libraries

  • Lua
  • Oct 16th, 2019

    Books

    Algorithms and Data structures

  • Data Structures and Algorithms Made Easy - A great way to implement algorithms with their specific programmable tasks.
  • Online Judges

  • Firecode - Firecode.io uses machine learning algorithms along with curated real-world interview questions, solutions & a vibrant social community of learners to get you ready for your next coding interview.
  • Oct 3rd, 2019

    Blogs

  • An awesome list for competitive programming! - Awesome blog for all the resources and list of books and algorithms.
  • Algorithms Weekly - A good blog by Petr Mitrichev, mainly in Java.
  • Aug 28th, 2019

    Books

    Algorithms and Data structures

  • Algorithms and Data Structures in Action - A different and a great way to introduce algorithms and data structures that can be used at work.
  • Apr 30th, 2019

    Books

    Algorithms and Data structures

  • Algorithms and Data Structures in JavaScript - Classical algorithms and data structures implemented and explained using JavaScript.
  • Apr 1st, 2019

    Websites

  • Stoimen's web log - Some algorithms nicely explained.
  • Nov 4th, 2018

    Books

    Algorithms and Data structures

  • Classic Computer Science Problems in Python -This great book presents dozens of coding challenges, ranging from simple tasks to clustering data using k-means.
  • Oct 21st, 2018

    Books

    Algorithms and Data structures

  • Structure and Interpretation of Computer Programs
  • Jun 27th, 2018

    Online Judges

  • AtCoder - Japanese programming contest website.
  • Mar 10th, 2018

    Online Judges

  • Baekjoon Online Judge - Korean Online Judge. 10000+ problems. Supports 60+ languages.
  • Nov 28th, 2017

    Websites

  • The Sound of Sorting - The Sound of Sorting - "Audibilization" and Visualization of Sorting Algorithms
  • Oct 30th, 2017

    Online Judges

  • A2 Online Judge - Online Judge and problem archive.
  • Oct 8th, 2017

    Online Courses

  • Algorithms in Motion - Beginner's algorithms course with fun illustrations, based on the book Grokking Algorithms
  • May 2nd, 2017

    Online Courses

  • MIT - 6-046j - Similar to the previous one, but with different algorithms.
  • Online Judges

  • ACM-ICPC Live Archive - Hundreds of problems from previous ACM-ICPC Regionals and World Finals.
  • CS Academy - Holds online contests and IOI practice contests
  • CodeChef - More problems and monthly online contests.
  • CodeWars - A website that houses support to solve algorithms in many languages in varying difficulty.
  • Kattis- Online judge and problem archive
  • Jan 26th, 2017

    Online Courses

  • Algorithms, Part II - Part II focuses on graph- and string-processing algorithms.
  • Algorithms: Divide and Conquer, Sorting and Searching, and Randomized Algorithms - The primary topics are: asymptotic ("Big-oh") notation, sorting and searching, divide and conquer, and randomized algorithms.
  • Algorithms: Graph Search, Shortest Paths, and Data Structures - The primary topics are: data structures, graph primitives, and their applications.
  • Algorithms: Greedy Algorithms, Minimum Spanning Trees, and Dynamic Programming - The primary topics are: greedy algorithms and dynamic programming.
  • Algorithms: Shortest Paths Revisited, NP-Complete Problems and What To Do About Them - The primary topics are: shortest paths, NP-completeness and what it means for the algorithm designer, and strategies for coping with computationally intractable problems.
  • Nov 23rd, 2016

    Online Judges

  • Snakify - An introductory Python course with 100+ algorithmic problems and a step-by-step debugger (from Russia).
  • Oct 26th, 2016

    Websites

  • Algorithms Visualization - A dense article on Algorithms Visualization.
  • Big-O Cheat Sheet - Big-O complexities of common algorithms used in Computer Science.
  • Data Structure Visualizations - Visualize the behavior of Data Structures and play with its operations.
  • Sorting Algorithms - Nice and simple animations of sorting algorithms. With short codes and discussions.
  • VisuAlgo - Visualising data structures and algorithms through animation.
  • Wikipedia - Algorithms - Of course!!
  • Wikipedia - Data Structures - and why not ?!!
  • Algorithm Visualizer - Dozens of animated algorithms (with code), and you can also create your own.
  • Books

    Algorithms and Data structures

  • Data Structures Using C - The basic concepts and usages of data structures.
  • Elementary Algorithmsstars5.3k - An awesome book about algorithms and data structures.
  • Introduction to Algorithms - Essential!
  • The Art of Computer Programming - The Book.
  • Algorithms - Problems explained with Java, OO good practices, visualizations, and free online resources.
  • Grokking Algorithms - An illustrated book on algorithms with practical examples.
  • Online Judges

  • AIZU ONLINE JUDGE - Japanese Online Judge.
  • Codeforces - The only programming contests Web 2.0 platform
  • CoderByte - A decent website with algorithm challenges from beginner to advanced levels. Supports most of the popular languages like C++, python, javascript, ruby.
  • HackerRank - Featured algorithm and functional programming online judges
  • Learneroo Algorithms Tutorials - Learn and practice algorithms by solving challenges online.
  • PKU JudgeOnline - Chinese Online Judge.
  • SPOJ - More problems.
  • Infoarena - Romanian Online Judge. 1500+ algorithmic problems
  • LavidaOnlineJudge - Korean Online Judge(Half English). 1300+ problems.
  • LeetCode - Learn algorithms and prepare for interviews.
  • Online Courses

  • Udacity Intro to Algorithms - Python-based Algorithms course.
  • Nov 21st, 2015

    Online Judges

  • ShareCode.io - Online Judge and contest host with a lot of algorithmic problems in the archive to practice.
  • Jul 8th, 2015

    Tools

  • interactive-coding-challengesstars25.6k - Interactive, test-driven coding challenges (algorithms and data structures).
  • Jul 23rd, 2014

    Github Libraries

  • Objective-C
  • Jul 18th, 2014

    Github Libraries

  • Erlangstars138
  • Jul 17th, 2014

    Github Libraries

  • Scalastars1.4k
  • Last Checked At: 2022-06-24T17:53:07.726Z
    Previous
    JanVanRyswyck/awesome-talks
    Next
    gaerae/awesome-algorithms-education

    About

    Track your favorite github awesome repo, not just star it. trackawesomelist.com provides website, newsletter, RSS for tracking the popular awesome list by daily and weekly.
    Contact us: [email protected]
    Track Awesome List - Track your favorite Github awesome repos, not just star them | Product Hunt

    Subscribe

    Subscribe to our weekly newsletter to receive the awesome updates! We never send spam and you can unsubscribe instantly with one click. Here's past issues.

    Links

    Follow us on TwitterSubscribe us on TelegramSubmit awesome list repoNewsletterDonateSitemap