Data Structures & Algorithms (DSA) Learning Path (2 Months)
Month 1: Foundations & Core Data Structures
Week 1: Introduction & Basics
- What are Data Structures and Algorithms?
- Time and space complexity (Big O notation)
- Arrays and Strings basics
- Basic sorting algorithms: Bubble, Selection, Insertion
- Practice simple coding problems
Week 2: Linear Data Structures
- Linked lists (singly, doubly, circular)
- Stacks and Queues (including priority queue)
- Practice problems on stack and queue operations
- Recursion basics and applications
Week 3: Trees & Graphs Fundamentals
- Introduction to trees: terminology and traversal (preorder, inorder, postorder)
- Binary Trees and Binary Search Trees (BST)
- Graph representations: adjacency list/matrix
- Graph traversal: BFS and DFS basics
- Practice tree and graph problems
Week 4: Searching & Sorting Advanced
- Advanced sorting: Merge Sort, Quick Sort
- Binary search and variations
- Hashing concepts and hash tables
- Sliding window and two-pointer techniques
- Practice medium-level algorithm problems
Month 2: Advanced Algorithms & Problem Solving
Week 5: Dynamic Programming & Greedy Algorithms
- Introduction to dynamic programming concepts
- Top-down and bottom-up approaches
- Common DP problems (Knapsack, Fibonacci, Coin Change)
- Greedy algorithm basics and problems
Week 6: Graph Algorithms & Advanced Trees
- Shortest path algorithms (Dijkstra, Bellman-Ford)
- Minimum spanning tree (Kruskal, Prim)
- Trie data structure
- Segment trees and Fenwick trees (BIT) fundamentals
Week 7: Backtracking & Miscellaneous Concepts
- Backtracking fundamentals and common problems (N-Queens, Sudoku)
- Bit manipulation basics
- Math and number theory concepts for algorithms (GCD, LCM, Prime numbers)
- String algorithms (KMP, Rabin-Karp basics)
Week 8: Interview Preparation & Projects
- Practice coding interview questions (LeetCode, HackerRank, Codeforces)
- Mock interviews and timed problem solving
- Complexity analysis and code optimization
- Build a DSA project (e.g., mini search engine, scheduling simulator)
- Final review and strengthening weak areas
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