
Lean Dynamic Programming with Animations – Full Course for Beginners
Master the art of Dynamic Programming by learning to break complex challenges into simple, reusable sub-problems. This course features step-by-step animations that bring abstract logic to life, showing you exactly how data flows through tables and recursion trees in real-time. Develop a powerful visual intuition for optimization so you can solve even the toughest algorithmic puzzles with ease. Sheldon created this course.
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⭐️ Contents ⭐️
— 0:00:00 Course Introduction and Visual Intuition
— 0:00:33 Fundamentals of Dynamic Programming
— 0:01:14 The Staircase Problem: Counting Paths
— 0:04:13 Implementing Recursive Solutions
— 0:06:26 The Inefficiency of Simple Recursion
— 0:07:32 Pattern 1: Memoization (Top-Down Approach)
— 0:11:39 Pattern 2: Tabulation (Bottom-Up Approach)
— 0:14:09 Comparing Memoization vs. Tabulation
— 0:16:34 Practice Problem: N-th Tribonacci Number
— 0:20:33 Optimization: Min Cost Climbing Stairs
— 0:28:56 Constant Transition Pattern and Space Optimization
— 0:30:46 Practice Problem: House Robber
— 0:34:08 Pattern 3: Grid Problems (2D DP)
— 0:34:41 Practice Problem: Unique Paths
— 0:39:54 Optimizing Space in Grid Problems
— 0:42:37 Practice Problem: Unique Paths II (With Obstacles)
— 0:45:19 Pattern 4: Two Sequences
— 0:45:47 Practice Problem: Longest Common Subsequence
— 0:57:48 Practice Problem: Edit Distance
— 1:01:34 Pattern 5: Interval DP
— 1:01:46 Practice Problem: Longest Palindromic Subsequence
— 1:11:57 Practice Problem: Palindromic Substrings
— 1:14:47 Pattern 6: Non-Constant Transition
— 1:15:05 Practice Problem: Longest Increasing Subsequence
— 1:23:11 Practice Problem: Partition Array for Maximum Sum
— 1:27:00 Pattern 7: Knapsack-like Problems
— 1:27:14 Practice Problem: Partition Equal Subset Sum
— 1:38:04 Practice Problem: Coin Change
— 1:41:27 Final Summary and Resources
? Thanks to our Champion and Sponsor supporters:
? @omerhattapoglu1158
? @goddardtan
? @akihayashi6629
? @kikilogsin
? @anthonycampbell2148
? @tobymiller7790
? @rajibdassharma497
? @CloudVirtualizationEnthusiast
? @adilsoncarlosvianacarlos
? @martinmacchia1564
? @ulisesmoralez4160
? @_Oscar_
? @jedi-or-sith2728
? @justinhual1290
--
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
⭐️ Contents ⭐️
— 0:00:00 Course Introduction and Visual Intuition
— 0:00:33 Fundamentals of Dynamic Programming
— 0:01:14 The Staircase Problem: Counting Paths
— 0:04:13 Implementing Recursive Solutions
— 0:06:26 The Inefficiency of Simple Recursion
— 0:07:32 Pattern 1: Memoization (Top-Down Approach)
— 0:11:39 Pattern 2: Tabulation (Bottom-Up Approach)
— 0:14:09 Comparing Memoization vs. Tabulation
— 0:16:34 Practice Problem: N-th Tribonacci Number
— 0:20:33 Optimization: Min Cost Climbing Stairs
— 0:28:56 Constant Transition Pattern and Space Optimization
— 0:30:46 Practice Problem: House Robber
— 0:34:08 Pattern 3: Grid Problems (2D DP)
— 0:34:41 Practice Problem: Unique Paths
— 0:39:54 Optimizing Space in Grid Problems
— 0:42:37 Practice Problem: Unique Paths II (With Obstacles)
— 0:45:19 Pattern 4: Two Sequences
— 0:45:47 Practice Problem: Longest Common Subsequence
— 0:57:48 Practice Problem: Edit Distance
— 1:01:34 Pattern 5: Interval DP
— 1:01:46 Practice Problem: Longest Palindromic Subsequence
— 1:11:57 Practice Problem: Palindromic Substrings
— 1:14:47 Pattern 6: Non-Constant Transition
— 1:15:05 Practice Problem: Longest Increasing Subsequence
— 1:23:11 Practice Problem: Partition Array for Maximum Sum
— 1:27:00 Pattern 7: Knapsack-like Problems
— 1:27:14 Practice Problem: Partition Equal Subset Sum
— 1:38:04 Practice Problem: Coin Change
— 1:41:27 Final Summary and Resources
? Thanks to our Champion and Sponsor supporters:
? @omerhattapoglu1158
? @goddardtan
? @akihayashi6629
? @kikilogsin
? @anthonycampbell2148
? @tobymiller7790
? @rajibdassharma497
? @CloudVirtualizationEnthusiast
? @adilsoncarlosvianacarlos
? @martinmacchia1564
? @ulisesmoralez4160
? @_Oscar_
? @jedi-or-sith2728
? @justinhual1290
--
Learn to code for free and get a developer job: https://www.freecodecamp.org
Read hundreds of articles on programming: https://freecodecamp.org/news
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