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Lean Dynamic Programming with Animations – Full Course for Beginners

YouTube-Video: Author: freeCodeCamp.org - Bewertung: 165x - Views:998 Master the art of Dynamic Programming by learning to break complex challenges into…

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Author: freeCodeCamp.org - Bewertung: 165x - Views:998

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.



❤️ 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:

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👾 @CloudVirtualizationEnthusiast

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👾 @_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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