# Table of Contents 1. [Language-Agnostic DSA Roadmap](#language-agnostic-dsa-roadmap) 2. [Language-Agnostic DSA Resources](#language-agnostic-dsa-resources) # Language-Agnostic DSA Roadmap ## Learning Path Visualization [![](https://mermaid.ink/img/pako:eNp9kstuwjAQRX_F8hp-IItKIQ9YFBUprJqwGOIhsRTbkR9IFPHvdZyYLtrizdiec0dzx77TVjGkCe00jD055o0kfqV1ZUHbE1mv38imPmjl80Jw2ZENGN4a8nEhqbyRd5Cdgw5Ps24TBFkdIJKDBVJZ7VrrNJqFyQKTL0w6dEpz24uYzkO6qFN2Bdki-6dKEbDyB_tVqAzEdmr-PKAglRquk4EDWItaRmwbsF1djdhyGPiXr3VUo_fogRkx7jyPp6GlcpKB5Uo2dLE8B5TsDzxTGkmmfIOjNVGRLUZfCZ-25laitFisvZLuwXh_tyjZzmH3lNAVFagFcOaf_T5dN9T2KLChid8yvIAb7CR_eBScVdVNtjTxL4ArqpXr-nhwo58F5hym30GTCwzG344gP5WK58c3ZK7B-A?type=png)](https://mermaid.live/edit#pako:eNp9kstuwjAQRX_F8hp-IItKIQ9YFBUprJqwGOIhsRTbkR9IFPHvdZyYLtrizdiec0dzx77TVjGkCe00jD055o0kfqV1ZUHbE1mv38imPmjl80Jw2ZENGN4a8nEhqbyRd5Cdgw5Ps24TBFkdIJKDBVJZ7VrrNJqFyQKTL0w6dEpz24uYzkO6qFN2Bdki-6dKEbDyB_tVqAzEdmr-PKAglRquk4EDWItaRmwbsF1djdhyGPiXr3VUo_fogRkx7jyPp6GlcpKB5Uo2dLE8B5TsDzxTGkmmfIOjNVGRLUZfCZ-25laitFisvZLuwXh_tyjZzmH3lNAVFagFcOaf_T5dN9T2KLChid8yvIAb7CR_eBScVdVNtjTxL4ArqpXr-nhwo58F5hym30GTCwzG344gP5WK58c3ZK7B-A) ## Detailed Breakdown ### Foundation (2-3 weeks) - Time & Space Complexity - Big O Notation - Memory concepts - Basic programming constructs - Problem-solving methodology ### Core Concepts (8-10 weeks) 1. Basic Data Structures - Arrays - Linked Lists - Stacks - Queues - Hash Tables - Basic Trees 2. Basic Algorithms - Searching - Sorting - Recursion - Two Pointers - Sliding Window ### Advanced Topics (10-12 weeks) 1. Advanced Data Structures - Advanced Trees - Graphs - Heaps - Tries - Segment Trees - Bloom Filters 2. Advanced Algorithms - Dynamic Programming - Greedy Algorithms - Backtracking - Graph Algorithms - String Algorithms ### Mastery (Ongoing) 1. Problem Solving Patterns - Pattern recognition - Optimization techniques - System design basics - Interview preparation 2. Specialized Topics - Computational Geometry - Network Flow - Advanced String Algorithms - Parallel Algorithms # Language-Agnostic DSA Resources ## Online Courses 1. [Algorithms Part I - Princeton](https://www.coursera.org/learn/algorithms-part1) - Fundamental algorithms - Theoretical foundation - Programming assignments 2. [Algorithm Specialization - Stanford](https://www.coursera.org/specializations/algorithms) - Comprehensive coverage - Advanced topics - Real-world applications ## Books 1. "Introduction to Algorithms" (CLRS) - Comprehensive coverage - Theoretical foundation - Problem sets 2. "Algorithm Design Manual" by Skiena - Practical approach - Real-world examples - Problem-solving strategies 3. "Grokking Algorithms" by Bhargava - Visual explanations - Simple examples - Beginner-friendly ## Online Platforms 1. [LeetCode](https://leetcode.com/) - Structured problems - Company-specific lists - Discussion forums 2. [AlgoExpert](https://www.algoexpert.io/) - Curated problems - Video explanations - Interview preparation 3. [InterviewBit](https://www.interviewbit.com/) - Programming interview focus - Company-wise problems - Mock interviews ## Websites 1. [Visualgo](https://visualgo.net/) - Algorithm visualization - Interactive learning - Step-by-step execution 2. [USACO Guide](https://usaco.guide/) - Competitive programming - Comprehensive tutorials - Practice problems ## YouTube Channels 1. [Back To Back SWE](https://www.youtube.com/channel/UCmJz2DV1a3yfgrR7GqRtUUA) - Detailed explanations - Visual presentations - Interview preparation 2. [Abdul Bari](https://www.youtube.com/channel/UCZCFT11CWBi3MHNlGf019nw) - Algorithm explanations - Mathematical approach - Theoretical foundation ## Practice Platforms 1. [AtCoder](https://atcoder.jp/) - Regular contests - Various difficulty levels - Active community 2. [SPOJ](https://www.spoj.com/) - Classical problems - Judge system - Multiple languages ## GitHub Resources 1. [Coding Interview University](https://github.com/jwasham/coding-interview-university) - Complete study plan - Resource compilation - Interview preparation 2. [JavaScript Algorithms](https://github.com/trekhleb/javascript-algorithms) - DSA implementations - Explanations - Examples