Algorithms in Python – Full Course for Beginners
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In this Introduction to Algorithms in Python course, you'll learn about algorithm basics like recursion and then go all the way to working with concepts like dynamic programming. • The 5 main course segments include simple recursive algorithms, data structures, divide conquer, greedy algorithms, and dynamic programming. • ✏️ Joy Brock developed this course in collaboration with realtoughcandy.io. Check out Joy's channel: / pythonlearningchannel • 🍬 Sign up for the RealToughCandy newsletter and get a free ebook plus coding challenges, exclusive promo codes and more delivered directly to your inbox. ➡️ https://realtoughcandy.com/newsletter... • ⭐️ Code Samples ⭐️ • 🔗 https://github.com/joyb0218/intro_to_... • 🔗 https://github.com/joyb0218/intro_to_... • 🔗 https://github.com/joyb0218/intro_to_... • 🔗 https://github.com/joyb0218/intro_to_... • 🔗 https://github.com/joyb0218/intro_to_... • ⭐️ Course Contents ⭐️ • ⌨️ (0:00:00) Intro course overview • ⌨️ (0:07:07) Factorials refresher • ⌨️ (0:10:04) CODING CHALLENGE: Factorial program using iteration, recursion • ⌨️ (0:14:57) What is a permutation? • ⌨️ (0:16:34) CODING CHALLENGE: Recursive permutation • ⌨️ (0:20:13) Iterative permutation example • ⌨️ (0:22:17) 8/N queens problem: theory explanation • ⌨️ (0:23:57) Real world example of permutations • ⌨️ (0:24:49) Lesson recap • ⌨️ (0:26:11) What are data structures? • ⌨️ (0:27:53) What is a one-dimensional array? • ⌨️ (0:29:01) Search sort • ⌨️ (0:30:39) CODING CHALLENGE: Linear search • ⌨️ (0:31:00) Binary search • ⌨️ (0:32:06) CODING CHALLENGE: Iterative binary search • ⌨️ (0:33:31) Coding a recursive binary search • ⌨️ (0:34:47) Bubble sort • ⌨️ (0:36:42) CODING CHALLENGE: Bubble sort • ⌨️ (0:38:02) Insertion sort • ⌨️ (0:39:24) CODING CHALLENGE: Insertion sort • ⌨️ (0:40:36) Linked lists • ⌨️ (0:44:01) CODING CHALLENGE: Linked list (traverse, search, add, delete, header, nodes, tail) • ⌨️ (0:52:12) Hash tables • ⌨️ (0:56:27) Lesson recap • ⌨️ (0:57:42) Divide conquer algorithm paradigm: uses, benefits and more • ⌨️ (1:00:43) Merge sort • ⌨️ (1:02:48) CODING CHALLENGE: An efficient merge sort • ⌨️ (1:05:48) Getting judged mercilessly on LeetCode • ⌨️ (1:06:47) Getting Python to do the work for us with sorted() • ⌨️ (1:07:33) Matrix multiplication • ⌨️ (1:10:06) CODING CHALLENGE: Matrix multiplication • ⌨️ (1:11:20) Strassen algorithm • ⌨️ (1:14:45) CODING CHALLENGE: Strassen algorithm • ⌨️ (1:16:27) Lesson recap • ⌨️ (1:17:21) What is a greedy algorithm? • ⌨️ (1:19:20) Assign mice to holes conceptual overview • ⌨️ (1:21:45) CODING CHALLENGE: Assign mice to holes • ⌨️ (1:23:10) Fractional knapsack • ⌨️ (1:23:36) Understanding the fractional knapsack problem with a (light-hearted) dystopian apocalypse example • ⌨️ (1:25:54) Coding challenge prep • ⌨️ (1:27:13) CODING CHALLENGE: Fractional knapsack • ⌨️ (1:31:49) Egyptians fractions • ⌨️ (1:34:03) CODING CHALLENGE: Egyptian fractions • ⌨️ (1:37:06) Lesson recap • ⌨️ (1:38:15) What is dynamic programming (also called DP)? • ⌨️ (1:41:55) What is the principle of optimality? • ⌨️ (1:42:20) The 3-step process to solving a problem with optimal substructure • ⌨️ (1:43:55) Introduction to “ugly numbers” • ⌨️ (1:47:19) CODING CHALLENGE: Ugly numbers • ⌨️ (1:51:41) Traveling salesman problem (TSP) • ⌨️ (1:55:49) CODING CHALLENGE: Traveling salesman problem • ⌨️ (1:59:52) Palindromic matrix paths • ⌨️ (2:03:11) CODING CHALLENGE: Palindromic matrix paths • ⌨️ (2:08:37) Lesson recap • ⌨️ (2:10:03) Course wrap up (and the importance of coding every day) • 🎉 Thanks to our Champion and Sponsor supporters: • 👾 Raymond Odero • 👾 Agustín Kussrow • 👾 aldo ferretti • 👾 Otis Morgan • 👾 DeezMaster • -- • Learn to code for free and get a developer job: https://www.freecodecamp.org • Read hundreds of articles on programming: https://freecodecamp.org/news • ❤️ Support for this channel comes from our friends at Scrimba – the coding platform that's reinvented interactive learning: https://scrimba.com/freecodecamp
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