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Data Structure and Algorithm

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Complete Data Structures Roadmap

Data Structures are the foundation of programming. They help store, organize, and manage data efficiently. Mastering data structures is essential for solving complex problems, cracking coding interviews, and building fast, reliable applications.

What is a Data Structure?

A Data Structure is a way to store and organize data so it can be used efficiently. Common examples include arrays, linked lists, stacks, queues, trees, and graphs. Choosing the right structure makes code faster and easier to maintain.

Types of Data Structures

Data Structures are generally classified into two categories:
• Linear Data Structures — Arrays, Linked Lists, Stacks, Queues.
• Non-Linear Data Structures — Trees, Graphs.
Each has unique use-cases in real-world applications.

Arrays

Arrays store elements in a contiguous block of memory. They are easy to access using indexes but have a fixed size. Key operations include traversal, insertion, deletion, searching, and sorting.

Linked Lists

A Linked List is a linear structure where each element (node) points to the next. Types include singly linked lists, doubly linked lists, and circular linked lists. They allow efficient insertion and deletion compared to arrays.

Stacks

A Stack is a linear structure following Last-In-First-Out (LIFO). You push elements onto the stack and pop them off. Used in function calls, expression evaluation, and undo operations.

Queues

A Queue works on First-In-First-Out (FIFO). Elements are added at the rear (enqueue) and removed from the front (dequeue). Types include circular queues, priority queues, and deques. Queues are used in scheduling and buffering tasks.

Trees

Trees are non-linear structures with a root and nodes connected in a hierarchy. Examples: binary trees, binary search trees (BST), AVL trees, heaps, B-trees. Trees make searching and sorting data efficient.

Graphs

A Graph is a set of nodes (vertices) connected by edges. Graphs represent networks like social connections, maps, or web pages. Key topics: graph representations, BFS, DFS, shortest path algorithms.

Hashing

Hashing is a technique to map data to a fixed-size table using a hash function. Good for fast lookups. Collisions are resolved using chaining or probing techniques. Hash tables are used in databases, caches, and indexing.

Sorting & Searching

Sorting arranges data in order for faster searching and better efficiency. Popular algorithms: Bubble Sort, Merge Sort, Quick Sort, Heap Sort, Counting Sort, and Radix Sort. Searching methods include Linear Search and Binary Search.

Advanced Topics

Learn to analyze time and space complexity using Big O, Theta, and Omega notations. Explore recursion, dynamic programming, and greedy algorithms to solve advanced problems. Data Structures are the backbone of DSA — practicing problems builds problem-solving skills.

Get Started Today

Mastering Data Structures takes practice. Implement each one in C, Java, or Python. Solve coding problems daily and build real projects — your skills will grow fast, and you’ll be ready for interviews and advanced programming.

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