Dynamic Programming

Bitmask DP, digit DP, interval DP, tree DP, and contribution techniques through 10 problems.

50 lessons
171 min

Lessons

1. Introduction to Advanced DP

What this section covers

2m

2. DP Techniques Overview

The patterns ahead

3m

3. Codeforces 16E Fish - Problem Statement

CF 16E - probability bitmask DP

3m1 problems

4. Codeforces 16E Fish - Solution

State is surviving set

3m

5. Codeforces 16E Fish - Implementation

Expected value over pairs

5m1 problems

6. Codeforces 16E Fish - Example and Complexity Analysis

Exponential but feasible

3m

7. Codeforces 580D Kefa and Dishes - Problem Statement

CF 580D - satisfaction with bonuses

3m1 problems

8. Codeforces 580D Kefa and Dishes - Solution

Track set and last dish

3m

9. Codeforces 580D Kefa and Dishes - Implementation

Iterate by population count

5m1 problems

10. Codeforces 580D Kefa and Dishes - Example and Complexity Analysis

Standard bitmask bounds

3m

11. Codeforces 453B Little Pony and Harmony Chest - Problem Statement

CF 453B - coprime sequence

3m1 problems

12. Codeforces 453B Little Pony and Harmony Chest - Why Naive Fails

Too many combinations

3m

13. Codeforces 453B Little Pony and Harmony Chest - Solution

Track used primes

3m

14. Codeforces 453B Little Pony and Harmony Chest - Implementation

Enumerate candidate values

5m1 problems

15. Codeforces 453B Little Pony and Harmony Chest - Example and Complexity Analysis

Large mask but sparse

3m

16. Codeforces 1070A Find a Number - Problem Statement

CF 1070A - digit sum and divisibility

3m1 problems

17. Codeforces 1070A Find a Number - Why Naive Fails

Infinite search space

3m

18. Codeforces 1070A Find a Number - Solution

BFS on remainder and sum

3m

19. Codeforces 1070A Find a Number - Implementation

BFS with path reconstruction

5m1 problems

20. Codeforces 1070A Find a Number - Example and Complexity Analysis

Polynomial in d and s

3m

21. Codeforces 461B Appleman and Tree - Problem Statement

CF 461B - partition into black-rooted subtrees

3m1 problems

22. Codeforces 461B Appleman and Tree - Why Naive Fails

Exponential edge subsets

3m

23. Codeforces 461B Appleman and Tree - Solution

DP on subtree state

3m

24. Codeforces 461B Appleman and Tree - Implementation

DFS combining children

5m1 problems

25. Codeforces 1312E Array Shrinking - Problem Statement

CF 1312E - merge equal neighbors

3m1 problems

26. Codeforces 1312E Array Shrinking - Why Naive Fails

Operation order matters

3m

27. Codeforces 1312E Array Shrinking - Solution

Two DP tables

3m

28. Codeforces 1312E Array Shrinking - Implementation

Iterate by interval length

5m1 problems

29. Codeforces 1312E Array Shrinking - Example and Complexity Analysis

Cubic in array size

3m

30. Codeforces 1398D Colored Rectangles - Problem Statement

CF 1398D - maximize rectangle area sum

3m1 problems

31. Codeforces 1398D Colored Rectangles - Solution

DP on pairs used

3m

32. Codeforces 1398D Colored Rectangles - Implementation

Three nested loops

5m1 problems

33. Codeforces 1398D Colored Rectangles - Example and Complexity Analysis

Product of pair counts

3m

34. Codeforces 1467D Sum of Paths - Problem Statement

CF 1467D - contribution over all paths

3m1 problems

35. Codeforces 1467D Sum of Paths - Why Naive Fails

Exponential paths

3m

36. Codeforces 1467D Sum of Paths - Solution

Count paths through each cell

3m

37. Codeforces 1467D Sum of Paths - Implementation

Build left and right tables

5m1 problems

38. Codeforces 1467D Sum of Paths - Example and Complexity Analysis

Quadratic in n and k

3m

39. Codeforces 1238E Keyboard Purchase - Problem Statement

CF 1238E - arrange letters to minimize cost

3m1 problems

40. Codeforces 1238E Keyboard Purchase - Why Naive Fails

Permutation explosion

3m

41. Codeforces 1238E Keyboard Purchase - Solution

Precompute transition costs

3m

42. Codeforces 1238E Keyboard Purchase - Implementation

SOS DP for subset sums

5m1 problems

43. Codeforces 1238E Keyboard Purchase - Example and Complexity Analysis

Exponential but tight

3m

44. Codeforces 1542D Priority Queue - Problem Statement

CF 1542D - expected sum after deletions

3m1 problems

45. Codeforces 1542D Priority Queue - Why Naive Fails

Exponential subsequences

3m

46. Codeforces 1542D Priority Queue - Solution

Count survivals per value

3m

47. Codeforces 1542D Priority Queue - Implementation

DP for each push operation

5m1 problems

48. Codeforces 1542D Priority Queue - Example and Complexity Analysis

Quadratic overall

3m

49. Quiz: Advanced DP Techniques

Test your understanding

5m1 problems

50. Section Recap

What you've learned

3m

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