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sgd-algorithm's Introduction

sgd_algorithm(python-version)

简介

以《algorithm 4th》为基本框架,整合常用的数据结构和算法。

目录

  1. apps
  2. leetcode(题解+文档)
  3. python/sgd_alg(算法库)

说明

1、数据结构和算法实现汇总在python/sgd_alg库中。 按下述方式可方便调用sgd_alg库中各种实现。

%cd /playground/sgd_算法/
import sys  
sys.path.append('./python')

2、apps:使用notebook对算法库中的各部分做文档说明,并以例子的形式说明各算法api的调用方式(暂时充当api文档和测试的功能)。

3、leetcode:总结了一些重要的刷题经验,包括文档和具体代码

已实现

  • context【常用场景下的算法】

    • 水塘抽样算法
    • 字典树(trie tree)
    • bloom filter
    • cache 调度算法
      • LRU缓存
  • data_struct【数据结构】

    • Stack
      • 单调栈
      • 普通栈
    • 集合 Bag
    • 堆 Heap
    • 队列 Queue
    • 并查集 Union-Find
  • search 搜索算法

    • 哈希表
      • 静态hash表
    • 二分查找
    • 二分查找树
    • symbol_table
  • shuffle

    • knuth-shuffle
    • shuffle_sort
  • sort 排序算法

    • 归并排序 Merge Sort
    • 快排 Quick Sort
    • 堆排序
    • 插入排序
    • 选择排序
    • 希尔排序

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