Roadmap/Data Structures
Beginner to Intermediate

Data Structures

Master the building blocks of computer science — understand how data is stored, accessed, and organized through every major data structure, from arrays to graphs.

10–12 weeks
15.2k students
4.9 rating
Progress0/55 lessons

Key Topics You'll Master

1
Foundations of Data Structures
2
Arrays and Memory Representation
3
Linked Lists
4
Stacks and Queues
5
Hash Tables and Dictionaries
6
Trees
7
Heaps and Priority Structures
8
Graphs
9
Advanced and Specialized Structures
10
Case Studies and Real-World Applications
Learning Outcomes
  • Understand internal memory representation of core data structures
  • Know which data structure to use for specific real-world problems
  • Visualize how data is stored, linked, and traversed
  • Evaluate time and space trade-offs
  • Implement efficient storage and retrieval mechanisms conceptually
  • Build a strong base for learning algorithms later
Prerequisites
  • Basic programming knowledge (any language)
  • Understanding of variables, loops, and functions
  • Logical and mathematical reasoning skills
1
Foundations of Data Structures
What data structures are, how memory works, and why they matter.
1 week
What is a Data Structure?
video15 min
Static vs Dynamic Data Structures
video20 min
Memory Layout: Stack, Heap, Pointers
video25 min
Abstract Data Types (ADT) vs Data Structures
article15 min
Practice: Identify Data Structures in Real Systems
exercise40 min
2
Arrays and Memory Representation
Understanding sequential storage and index-based access.
1.5 weeks
Array Basics and Fixed Memory Allocation
video25 min
Indexing, Contiguity, and Cache Locality
video20 min
Multidimensional Arrays and Memory Mapping
video22 min
Dynamic Arrays and Resizing Conceptually
article15 min
Use Cases: Images, Tables, and Buffers
article12 min
Visualization Exercise: Array Indexing
exercise45 min
3
Linked Lists
Non-contiguous storage and node-based structures.
1.5 weeks
Nodes, Links, and Memory References
video25 min
Singly vs Doubly Linked Lists
video25 min
Circular Lists and Sentinel Nodes
video22 min
Advantages and Drawbacks vs Arrays
article15 min
Use Cases: Undo Feature, Music Playlists, Hash Chains
article12 min
Visualization Exercise: Pointer Traversal
exercise50 min
4
Stacks and Queues
Ordered data control for last-in-first-out (LIFO) and first-in-first-out (FIFO) behaviors.
1.5 weeks
Stack Concept and Push/Pop Operations
video20 min
Queue Concept and Enqueue/Dequeue
video20 min
Circular Queues and Deques
video22 min
Practical Applications (Call Stack, Job Scheduling)
article15 min
Visualization: Simulate Stack and Queue Operations
exercise45 min
5
Hash Tables and Dictionaries
Fast access through hashing and key-value mapping.
1.5 weeks
Concept of Hashing and Hash Functions
video25 min
Collision Handling (Chaining, Open Addressing)
video25 min
Load Factor and Rehashing
video20 min
Advantages, Limitations, and Use Cases
article15 min
Real-World Uses: Caches, Maps, Sets
article12 min
Visualization Exercise: Hash Distribution
exercise45 min
6
Trees
Hierarchical structures that organize data in parent–child relationships.
2 weeks
Tree Terminology (Root, Leaf, Height, Degree)
video22 min
Binary Trees and Traversal Orders
video25 min
General Trees and N-ary Trees
video22 min
Balanced Trees Concept (Height Balancing)
article15 min
Applications: File Systems, DOM, Organization Charts
article15 min
Visualization: Tree Traversal Paths
exercise60 min
7
Heaps and Priority Structures
Specialized trees that maintain priority ordering.
1 week
Heap Properties and Hierarchical Structure
video25 min
Min-Heaps vs Max-Heaps
video20 min
Heap Representation Using Arrays
video20 min
Applications: Scheduling, Leaderboards, Caching
article15 min
Visualization Exercise: Heap Tree Construction
exercise50 min
8
Graphs
Networks of nodes and edges — the most powerful structure for modeling relationships.
2 weeks
Graph Basics: Vertices, Edges, and Adjacency
video25 min
Graph Representations: Matrix and List
video25 min
Directed vs Undirected, Weighted vs Unweighted
video25 min
Real-World Applications: Maps, Social Networks, Dependencies
article15 min
Visualization: Draw and Analyze Graphs
exercise60 min
9
Advanced and Specialized Structures
Data structures built for high performance and domain-specific needs.
1.5 weeks
Tries (Prefix Trees) and Their Use Cases
video25 min
Disjoint Set (Union-Find) Concept
video25 min
Sparse Tables and Segment Trees Overview
video22 min
Bloom Filters and Bitmaps
article15 min
Practical Applications Across Domains
article12 min
Visualization Exercise: Tries and Sets
exercise55 min
10
Case Studies and Real-World Applications
How real systems leverage these structures.
1 week
Databases and Indexing (B-Trees, Hash Maps)
video25 min
Operating Systems: Queues, Linked Lists, Trees
video20 min
Web Browsers, Compilers, and File Systems
article15 min
Designing Data Models in Real Products
article15 min
Capstone: Visualize a Real System’s Data Flow
exercise90 min
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