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Introduction to DSA

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This document to introduce to DSA

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  • May 26, 2023
  • 2
  • 2022/2023
  • Class notes
  • Lecture cs & it
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ammarqureshi
Introduction to DSA:

Data Structures: Arrays, Linked Lists, Stacks, Queues, Trees, Graphs, etc.
Algorithms: Searching, Sorting, Graph algorithms, Dynamic programming, etc.
Big O Notation:

Analysis of algorithm efficiency.
O(1), O(log n), O(n), O(n log n), O(n^2), etc.
Best case, worst case, and average case complexities.
Arrays and Strings:

Array operations: Access, insertion, deletion, and search.
String manipulation: Concatenation, substring, searching, and sorting.
Linked Lists:

Singly linked lists: Insertion, deletion, traversal, and searching.
Doubly linked lists: Insertion, deletion, traversal, and searching.
Stacks and Queues:

Stack operations: Push, pop, and peek.
Queue operations: Enqueue, dequeue, and peek.
Applications and implementations.
Trees and Binary Trees:

Tree traversals: In-order, pre-order, and post-order.
Binary search trees: Insertion, deletion, and searching.
Balanced search trees: AVL trees, Red-Black trees.
Graphs:

Graph representation: Adjacency matrix, adjacency list.
Graph traversals: Depth-first search (DFS), breadth-first search (BFS).
Shortest path algorithms: Dijkstra's algorithm, Bellman-Ford algorithm.
Sorting Algorithms:

Bubble sort, selection sort, insertion sort.
Merge sort, quicksort, heapsort.
Time complexity analysis and comparisons.
Searching Algorithms:

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