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cs170-algorithm's Introduction

CS170-Algorithm

  • Topic 0 - Big O Notation, Arithematic
    • Karatsuba Algorithm
  • Topic 1 - Divide and Conquer Algorithm
    • Master Theorem
    • Matrix Multiplication
    • Find Medians
    • FFT & IFFT
      • FFT0
  • Topic 2 - Graphs
    • DFS
    • Connected Compoments
    • Directed Graph
    • Strongly Connected Components (SCCs)
  • Topic 3 - Paths in Graphs
    • Single-source Shortest Paths (SSSP)
    • BFS
      • binary search
    • Dijkstra's Algorithm
      • paths_on_graphs
      • greatest_roads
    • Bellman-Ford Algorithm
  • Topic 4 - Greedy Algorithm
    • Scheduling
    • Horn Formulas
    • Huffman Encoding
    • MST
      • Kruskal’s Algorithm
        • Kruskals
    • Prim’s Algorithm
  • Topic 5 - Dynamic Programming
    • Longest Increasing Subsequences
    • Edit Distance
    • Knapsack
    • Single Source Shortest Paths (SSSP) - Revisited
    • All Pairs Shortest Paths (APSP)
    • Traveling Salesperson Problem (TSP)
    • Independent Sets
  • Topic 6 - Linear Programming
    • Duality
    • Max Flow
    • Bipartite Matching
    • Zero-Sum Games
    • Multiplicative Weights
  • Topic 7 - Coping with NP-completeness
    • Reductions
      • Reductions (Vertex Cover -> LP)
    • Approximation
      • Approximation (for Traveling Salesman Problem)
  • Topic 8 - Randomized Algorithms

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