Algorithms in Python – Full Course for Beginners

Algorithms in Python – Full Course for Beginners

freeCodeCamp.org via freeCodeCamp Direct link

⌨️ Intro & course overview

1 of 55

1 of 55

⌨️ Intro & course overview

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Classroom Contents

Algorithms in Python – Full Course for Beginners

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  1. 1 ⌨️ Intro & course overview
  2. 2 ⌨️ Factorials refresher
  3. 3 ⌨️ CODING CHALLENGE: Factorial program using iteration, recursion
  4. 4 ⌨️ What is a permutation?
  5. 5 ⌨️ CODING CHALLENGE: Recursive permutation
  6. 6 ⌨️ Iterative permutation example
  7. 7 ⌨️ 8/N queens problem: theory & explanation
  8. 8 ⌨️ Real world example of permutations
  9. 9 ⌨️ Lesson recap
  10. 10 ⌨️ What are data structures?
  11. 11 ⌨️ What is a one-dimensional array?
  12. 12 ⌨️ Search & sort
  13. 13 ⌨️ CODING CHALLENGE: Linear search
  14. 14 ⌨️ Binary search
  15. 15 ⌨️ CODING CHALLENGE: Iterative binary search
  16. 16 ⌨️ Coding a recursive binary search
  17. 17 ⌨️ Bubble sort
  18. 18 ⌨️ CODING CHALLENGE: Bubble sort
  19. 19 ⌨️ Insertion sort
  20. 20 ⌨️ CODING CHALLENGE: Insertion sort
  21. 21 ⌨️ Linked lists
  22. 22 ⌨️ CODING CHALLENGE: Linked list traverse, search, add, delete, header, nodes, tail
  23. 23 ⌨️ Hash tables
  24. 24 ⌨️ Lesson recap
  25. 25 ⌨️ Divide & conquer algorithm paradigm: uses, benefits and more
  26. 26 ⌨️ Merge sort
  27. 27 ⌨️ CODING CHALLENGE: An efficient merge sort
  28. 28 ⌨️ Getting judged mercilessly on LeetCode
  29. 29 ⌨️ Getting Python to do the work for us with sorted
  30. 30 ⌨️ Matrix multiplication
  31. 31 ⌨️ CODING CHALLENGE: Matrix multiplication
  32. 32 ⌨️ Strassen algorithm
  33. 33 ⌨️ CODING CHALLENGE: Strassen algorithm
  34. 34 ⌨️ Lesson recap
  35. 35 ⌨️ What is a greedy algorithm?
  36. 36 ⌨️ Assign mice to holes conceptual overview
  37. 37 ⌨️ CODING CHALLENGE: Assign mice to holes
  38. 38 ⌨️ Fractional knapsack
  39. 39 ⌨️ Understanding the fractional knapsack problem with a light-hearted dystopian apocalypse example
  40. 40 ⌨️ Coding challenge prep
  41. 41 ⌨️ CODING CHALLENGE: Fractional knapsack
  42. 42 ⌨️ Egyptians fractions
  43. 43 ⌨️ CODING CHALLENGE: Egyptian fractions
  44. 44 ⌨️ Lesson recap
  45. 45 ⌨️ What is dynamic programming also called DP?
  46. 46 ⌨️ What is the principle of optimality?
  47. 47 ⌨️ The 3-step process to solving a problem with optimal substructure
  48. 48 ⌨️ Introduction to “ugly numbers”
  49. 49 ⌨️ CODING CHALLENGE: Ugly numbers
  50. 50 ⌨️ Traveling salesman problem TSP
  51. 51 ⌨️ CODING CHALLENGE: Traveling salesman problem
  52. 52 ⌨️ Palindromic matrix paths
  53. 53 ⌨️ CODING CHALLENGE: Palindromic matrix paths
  54. 54 ⌨️ Lesson recap
  55. 55 ⌨️ Course wrap up and the importance of coding every day

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