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Description

Repository containing implementations of various basic algorithms in Python. The implementation of these algorithms are based on the MIT 6.006 class. Additionally, there are implementations of ML/DL-specific algorithms like basic linear regression and Attention in various DSLs like PyTorch or JAX.

TODO:

Basic Algorithms

Search problems (Data structures):

  • Static Array
  • Linked List
  • Dynamic Array
  • Sorted Array
  • Direct-Access Array
  • Hash Table
  • Balanced Binary Tree (AVL)
  • Binary Heap

Sort Algorithms:

  • Insertion Sort
  • Selection Sort
  • Merge Sort
  • Counting Sort
  • Radix Sort
  • AVL Sort
  • Heap Sort

Shortest Path Algorithms:

  • Breadth-First Search
  • DAG Relaxation
    • Depth-First Search
    • Topological Sort
  • Bellman-Ford
  • Dijkstra
  • Johnson
  • Floyd-Warshall

DL-Specific

  • Linear Regression
  • Logistic Regression
  • KNN
  • Attention
  • FlashAttention
  • Numerically-Stable Softmax
  • Autograd

dl_lc's People

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Matt Choi avatar

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