/ACM-ICPC-Preparation

Tài liệu ôn thi ACM/ICPC & Olympic tin học

Primary LanguageC++MIT LicenseMIT

ACM-ICPC

ACM-ICPC Preparation

This program has been developed to learn Algorithms for use in Competitive Prorgamming, but can be used for:

  • Competitive Programming
  • Practicing for Interviews
  • Improving Algorithmic Thinking
  • Practicing for College Classes
  • FUN

The course requires:

  • To know at least one programming language well. (You have to be able to use the language efficiently.)
  • You have to be familiar with some of the basic Data Structures (Array, Stack, Queue, etc.) (Although if you don't know one of them, you may learn it when you come across it.)
PS: I am saying "Any programming language" but in this course mostly we used C, C++ and some Java, but you can still follow the curriculum without any knowledge of these languages

In the program there is only direction to resources, we did not add much content apart from what already existed. We just collected good sources to learn in one place, so that one can follow up and learn. The course includes algorithms and a bit data structures. You need to follow the the curriculum week by week.

Basic following guide would be to:

  1. See the sources to study
  2. Get the logic and try to code it without looking other code
  3. When you are stuck(you really should try first) or when you are done, look at the source code, and compare it with yours so that you can see what would be the best approach for that algorithm. You may not like others, or you may find some of them useful.
  4. After you feel comforatable with the code, try to solve the questions.
  5. When you are done with solving or are stuck(again ...) check other solutions and try to understand your mistake or to see if a better aproach exists.

Resources

In this course we will use some tools for the questions. As I mentioned above all of these questions already exist, we just highlight them so that you can reach them easier. Here are the websites/tools that we use through this course:

I gave these tools name because you may not be able to submit your solution or display the question for some websites. It would be better if you just sign up. Although it is not neccesary...

Contribution

We are open to any support. If you have anything to add, do not hesitate to offer! For further information you can check Code of Conduct

Topics

Here are the topics we included in this curriculum.

DS

  • Stacks
  • Queues
  • Priority queue
  • Hashmap
  • Linked List
  • Trees
  • Heaps
  • Advanced Trees
    • Tries
    • Segment trees
    • Fenwick tree or Binary indexed trees
    • RMQ
  • SQRT Decomposition
  • Disjoint Data Structure
  • C++ STL (optional)

Algo

  • Number Theory

    • Prime Numbers (Sieve of Eratosthenes)
    • GCD and LCM Euclid’s Algorithm
    • Modular Exponentiation
    • Long arithmetic (Multi, Add)
    • Efficient Prime Factorization
  • Combinatorics(Probability-Combinations-Permutations-Matrix..)

  • Computational geometry

    • Primitive Operations
      • Intuition
      • Polygon Inside, Outside
      • Implementing CCW
      • Immutable Point ADT
    • Convex Hull
    • Closest pair problem
    • Line intersection
  • Sorting

    • QuickSort
    • Counting Sort
    • Merge Sort
  • Searching

    • Binary Search
    • Ternary Search
  • Graph Theory

    • Depth First Search (DFS)
    • Breadth First Search (BFS)
    • Dijkstra’s Shortest Path
    • Minimum Spanning Tree
    • Ford Bellman
    • Floyd Warshall
    • LCA (Lowest Common Ancestor)
    • Max Flow / Min Cut
  • Dynamic programming

    • Knapsack
    • Matrix chain multiplication
    • Coin Change
    • Kadane
    • Longest increasing Subsequence (with RMQ)
  • Strings

    • Z algorithm
    • Suffix Trees/Arrays
    • Knuth-Morris-Pratt Algorithm (KMP)
    • Rabin-Karp Algorithm
    • Hash
  • Bit Manipulation

  • Game theory

    • Nim game
    • Grundy numbers
    • Sprague-Grundy theorem
  • Optional Advanced Algorithms

    • AVL Trees
    • Graph Coloring
    • Mo's Algorithm
    • Palindromic Tree
    • Heavy Light Decomposition
    • Dynamic Programming by Profile
    • Rod Cutting
    • Topological Sorting
    • DP with Bitmask - Dynamic Programming
    • Diobhantine Equation - Math
    • Flood Fill - Graph

Here is our Curriculum

Week Topics Optional Topics
**Heads Up **
  • Big O Notation
Week 1
  • Prime Numbers (Sieve of Eratosthenes)
  • Efficient Prime Factorization
  • Modular Exponentiation
Week 2
  • GCD and LCM Euclid’s Algorithm
  • Long arithmetic (Multi, Sum, Div, Sub)
  • C++ STL:Vector
  • C++ STL:Pairs
  • C++ STL:Iterators
Week 3
  • QuickSort
  • Counting Sort
  • C++ STL:String
  • C++ STL:Set
  • C++ STL:Map
Week 4
  • Merge Sort
  • Binary Search
  • Ternary Search
Week 5
  • Queue (DS)
  • Stack (DS)
  • Breadth First Search
  • Depth First Search
  • C++ STL: Queue
  • C++ STL: Stack
Week 6
  • Linked List (DS)
  • Dijkstra’s Shortest Path
  • Minimum Spanning Tree (MST)
  • Floyd Warshall
  • Cycle Detection (Union Find)
Week 7
  • Knapsack
  • Coin Change
  • Kadane
Week 8 Questions from previous topics
Week 9
  • Trees (DS)
  • Segment Trees (DS)
  • Range Minimum Query (RMQ)
  • Lowest Common Ancestor (LCA)
  • Topological Sorting
Week 10
  • Ford Bellman
  • Max Flow / Min Cut
  • Longest increasing Subsequence (with RMQ)
  • Heavy Light Decomposition
Week 11
  • Primitive Operations
    • Intuition
    • Polygon Inside, Outside
    • Implementing CCW
    • Immutable Point ADT
  • Convex Hull
  • Closest pair problem
  • Line intersection
Week 12
  • Tries (DS)
  • Suffix Trees/Arrays (DS)
  • Knuth-Morris-Pratt Algorithm (KMP)
  • Rabin-Karp Algorithm
Week 13
  • Heaps (DS)
  • Priority queue (DS)
  • Combinatorics
Week 14
  • Z algorithm
  • Hash
  • Disjoint Data Structure (DS)
Week 15
  • Matrix chain multiplication
  • SQRT Decomposition (DS)
  • Mo's Algorithm
  • Rod Cutting
Week 16 Questions from previous topics
Week 17
  • Nim game
  • Grundy numbers
Week 18
  • Sprague-Grundy theorem
  • Fenwick tree or Binary indexed trees (DS)
Week 19
  • Bit Manipulation
  • Palindromic Tree
  • AVL Trees
Week 20
  • Heavy Light Decomposition
  • Dynamic Programming by Profile
  • Graph Coloring
An introduction about ACM-ICPC tutorial on my blog