Description
In this course, you will learn :
- Detailed review of all common data structures, as well as implementation level details in C#, to help readers become well-versed in various data structures that they can use to write better code!
- Data structures are among the most fundamental concepts in computer science.
- They are frequently a key decision in the development of effective programmes. As a result, they are widely regarded as a critical benchmark of computer science knowledge when it comes to industry interviews.
Syllabus :
1. Introduction to Complexity Measures
- Comparing Algorithms
- Example 1: Measuring Time Complexity of a Single Loop Algorithm
- Example 2: Time Complexity of an Algorithm With Nested Loops
- Introduction to Asymptotic Analysis and Big O
- Other Common Asymptotic Notations and Why Big O Trumps Them
- Useful Formulae
- Common Complexity Scenarios
2. Introduction to Arrays
- What is an Array?
- Multidimensional Arrays
3. Introduction to Linked Lists
- Singly Linked Lists (SLL)
- Basic Linked List Operations
- Singly Linked List Insertion
- Doubly Linked Lists (DLL)
- Singly Linked Lists vs. Doubly Linked Lists
- Linked Lists Quiz: Test Your Understanding of Linked Lists
4. Introduction to Stack/Queues
- What is a Stack?
- Stack (Implementation)
- What is a Queue?
- Queue (Implementation)
5. Introduction to Graphs
- What is a Graph?
- Types of Graphs
- Representation of Graphs
- Graph Implementation
- Complexities of Graph Operations
- What is a Bipartite Graph?
- Graph Traversal Algorithms
6. Introduction to Trees
- An Introduction to Trees and Basic Tree Properties
- What is a Binary Tree?
- What Makes a Tree Balanced?
- More on Complete Binary Trees
- Skewed Binary Trees
- What is a Binary Search Tree (BST)?
- Implementing a Binary Search Tree in C#
- Binary Search Tree Insertion
- Deletion in Binary Search Tree
- Pre-Order Traversal
- Post-Order Traversal
- In-Order Traversal
- What is an AVL Tree?
- AVL Insertion
- AVL Deletion
- What is a Red-Black Tree?
- Red-Black Tree Insertion
- Red-Black Tree Deletion
- What are 2-3 Trees?
- 2-3-4 Trees
7. Trie
- What is a Trie?
- Structure of a Trie
- Insertion in a Trie
- Search in a Trie
- Deletion in a Trie
8. Introduction to Heap
- What is a Heap?
- Max Heap: Introduction
- Min Heap: Introduction
9. Introduction to Hashing
- What is a Hash Table?
- The Hash Function
- Collisions in Hash Tables
- Building a Hash Table from Scratch
- Add/Remove & Search in Hash Table (Implementation)
- A Quick Overview of Hash Tables
- Trie vs. Hash Table
- HashTable vs. Dictionary vs. HashSet