๐ง Computer Science Concepts
Explore fundamental concepts and theories in computer science
๐ Core CS Concepts
Computer science encompasses various fundamental areas of study:
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Computational Theory
Mathematical Foundations: The theoretical basis of computation
- Automata and formal languages
- Complexity theory
- Computability theory
- Information theory
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Data Structures
Data Organization: Ways to store and organize data efficiently
- Arrays and linked lists
- Trees and graphs
- Hash tables
- Stacks and queues
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Computer Systems
Hardware & Software: How computers work at different levels
- Operating systems
- Computer architecture
- Networks and distributed systems
- Parallel computing
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Software Engineering
Building Software: Principles for large-scale software development
- Software design patterns
- Development methodologies
- Testing and quality assurance
- Project management
CS Concept Category
Click on a category above to learn about its role in computer science.
๐๏ธ Data Structures Visualization
8
Essential Data Structures Every Programmer Should Know
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Array
Sequential collection
O(1) access, fixed size
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Linked List
Dynamic linear structure
O(1) insertion, O(n) search
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Stack
LIFO structure
Last In, First Out
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Queue
FIFO structure
First In, First Out
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Binary Tree
Hierarchical structure
O(log n) operations
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Graph
Network structure
Vertices and edges
Data Structure
Click on a data structure to see its visualization and learn about its properties.
๐ Interactive Data Structure Visualization
See how different data structures organize and access data:
Select a data structure above to see its visualization
Data structures determine how we store and access information efficiently.
โฑ๏ธ Algorithm Complexity Analysis
Understanding time and space complexity helps choose the right algorithms:
Data Structure |
Access |
Search |
Insertion |
Deletion |
Space |
Array |
O(1) |
O(n) |
O(n) |
O(n) |
O(n) |
Linked List |
O(n) |
O(n) |
O(1) |
O(1) |
O(n) |
Hash Table |
O(1) |
O(1) |
O(1) |
O(1) |
O(n) |
Binary Search Tree |
O(log n) |
O(log n) |
O(log n) |
O(log n) |
O(n) |
Binary Heap |
O(1) |
O(n) |
O(log n) |
O(log n) |
O(n) |
Complexity Classes:
O(1) Constant - Excellent
O(log n) Logarithmic - Good
O(n) Linear - Fair
O(nยฒ) Quadratic - Poor
๐ ๏ธ Software Engineering Methodologies
12
Popular Software Development Methodologies
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Waterfall
Sequential Approach
Linear progression through phases
Traditional, structured
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Agile
Iterative Development
Flexible, customer-focused
Scrum, Kanban
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DevOps
Development + Operations
Continuous integration/deployment
Automation, monitoring
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Test-Driven Development
Tests First
Write tests before code
Red-Green-Refactor
Development Methodology
Click on a methodology to learn about its principles and practices.
๐๏ธ Database Management Systems
Understanding different approaches to data storage and management:
๐ Relational (SQL)
Structured data in tables
- ACID properties
- SQL query language
- MySQL, PostgreSQL
- Normalized data
๐ NoSQL
Flexible, document-based
- Schema flexibility
- Horizontal scaling
- MongoDB, Cassandra
- JSON-like documents
โก In-Memory
Fast access, cached data
- RAM-based storage
- Ultra-fast queries
- Redis, Memcached
- Session management
๐ธ๏ธ Graph Databases
Relationship-focused data
- Nodes and edges
- Complex relationships
- Neo4j, Amazon Neptune
- Social networks
Database Type
Click on a database type to learn about its characteristics and use cases.
๐ Network Security Principles
Essential concepts for protecting computer systems and data:
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Confidentiality
Data privacy and encryption
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Integrity
Data accuracy and consistency
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Availability
System accessibility
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Authentication
Identity verification
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Authorization
Access control
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Cryptography
Secure communication
Security Principle
Click on a principle to learn about its role in cybersecurity.
๐งฎ Computational Theory
Mathematical foundations and theoretical limits of computation:
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Automata Theory
Abstract machines and computation models
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Complexity Classes
P, NP, and computational difficulty
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Computability
What problems can be solved
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Information Theory
Quantifying and transmitting information
Theoretical Concept
Click on a concept to explore fundamental computer science theory.
๐ง Computer Science Quiz
Question 1: What is the time complexity of binary search?
A) O(n)
B) O(log n)
C) O(nยฒ)
D) O(1)