Algorithms

General

• List of Algorithms from Wikiwand – Long list of algorithms, some well-known, others not so much.
• Christopher Koutschan. The Most Important Algorithms (Survey).
  • A very subjective but still helpful survey of the most important algorithms. Findings are: A* search, Beam Search, Binary Search, Branch and Bound, Buchberger’s, Data Compression (Source Coding), Diffie-Hellman Key Exchange, Djikstra’s, Discrete Differentiation, Dynamic Programming, Euclidean, Expectation-Maximization (EM-Training), Fast Fourier Transform (FFT), Gradient Descent, Hashing, Heaps (Heap Sort), Karatsuba Multiplication, LLL, Maximum Flow, Merge Sort, Newton’s Method, Q-learning, Quadratic Sieve, RANSAC, RSA, Schongae-Strassen, Simplex, Singlar Value Decomposition (SVD), solving a system of linear equations, Strukturtensor, Union-find, Viterbi. See article for brief description of each.
• Algorithm Visualizer – “an interactive online platform that visualizes algorithms from code.”
• Algorithms for Decision Making – free ebook.
• Algosaurus – “A graphic guide to algorithms.”
• AlgoWiki – Stars: 3.7k – Updated: 6/2020 – Checked: 1/2021.
• VisuAlgo.net
• Al-Go-Rithms – Stars: 1k – Updated: 12/2020 – Checked: 1/2021.
• Awesome Algorithms – Stars: 8.2k – Updated: 6/2020 – Checked: 1/2021.
• JavaScript:
  • JavaScript Algorithms (trekhleb) – Stars: 93.4k – Updated: 1/2021 – Checked: 1/2021.
• Python
  • Pythonic Data Structures and Algorithms – Stars: 18.6k – Updated: 12/2020 – Checked: 1/2021.
  • Pygorithm – Stars: 4.1k – Updated: 10/2020 – Checked: 1/2021.
• C#
  • BlackWasp Algorithms.

Asymptotic Notation

• See the Cambridge dictionary for audio pronunciations of the word asymptotic.
• Thomas Cormen, Davin Balkcom. Asymptotic Notation. Khan Academy.
  • Big-Theta Notation.

Graph Traversal

• Estefania Cassingena Navone. Dijkstra’s Shortest Path Algorithm – Detailed and Visual Introduction. freecodecamp, 2020.

Tree Traversal

Reverse Polish Notation

Big O Notation

Searching

Linear

Breadth-First Search

Binary Search

• Estefania Cassingena Navone. Binary Search in Python: A Visual Introduction. freecodecamp, 2020.
• Bartosz Zaczynski. How to Do a Binary Search in Python. realpython, 2020.

Interpolation

Hash Table

Sorting

• Python
  • Santiago Valdarrama. Sorting Algorithms in Python. realpython, 4/2020.

Bubble Sort

• Clark Jason Ngo, freecodecamp, 2019.

Insertion Sort

• Sanjula Madurapperuma, freecodecamp, 2019.

Selection Sort

Merge Sort

Quicksort

Timsort

• Safia Abdalla, dev.to, 2020.

Inserting

Updating

Deleting

Optimization

Greedy

Divide and Conquer

Recursion