Data Structures for Coding Interviews in Python

Course Overview

Data structures are amongst the most fundamental concepts of Computer Science. The data structure chosen can make or break an entire computer program. Consequently, they are also largely categorized as a vital benchmark of computer science knowledge when it comes to industry interviews... See More

How You'll Learn

Hands-on coding environments

You don’t get better at swimming by watching others. Coding is no different. Practice as you learn with live code environments inside your browser.

Faster than videos

Videos are holding you back. The average video tutorial is spoken at 150 words per minute, while you can read at 250. That‘s why our courses are text-based.

No set-up required

Start learning immediately instead of fiddling with SDKs and IDEs. It‘s all on the cloud.

Progress you can show

Built in assessments let you test your skills. Completion certificates let you show them off.

Hands-on coding environments

You don’t get better at swimming by watching others. Coding is no different. Practice as you learn with live code environments inside your browser.

Faster than videos

Videos are holding you back. The average video tutorial is spoken at 150 words per minute, while you can read at 250. That‘s why our courses are text-based.

No set-up required

Start learning immediately instead of fiddling with SDKs and IDEs. It‘s all on the cloud.

Progress you can show

Built in assessments let you test your skills. Completion certificates let you show them off.

Course Contents

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1. Introduction to Complexity Measures

Comparing Algorithms

Example 1: Measuring Time Complexity

Example 2: Measuring Time Complexity

Introduction to Asymptotic Analysis and Big O

Other Common Asymptotic Notations and Why Big O Trumps Them

Useful Formulas

Common Complexity Scenarios

Challenge 1: Big O of Nested Loop with Addition

Solution Review: Big O of Nested Loop with Addition

Challenge 2: Big O of Nested Loop with Subtraction

Solution Review: Big O of Nested Loop with Subtraction

Challenge 3: Big O of Nested Loop with Multiplication

Solution Review: Big O of Nested Loop with Multiplication

Challenge 4: Nested Loop with Multiplication (Basic)

Solution Review: Nested Loop with Multiplication (Basic)

Challenge 5: Nested Loop with Multiplication (Intermediate)

Solution Review: Nested Loop with Multiplication (Intermediate)

Challenge 6: Nested Loop with Multiplication (Advanced)

Solution Review: Nested Loop with Multiplication (Advanced)

Challenge 7: Nested Loop with Multiplication (Pro)

Solution Review: Nested Loop with Multiplication (Pro)

Complexity Quiz: Test your understanding of complexity

2. Introduction to Lists

Lists

Arrays

Lists vs Arrays in Python

Challenge 1: Remove Even Integers from List

Solution Review: Remove Even Integers from a List

Challenge 2: Merge Two Sorted Lists

Solution Review: Merge Two Sorted Lists

Challenge 3: Find Two Numbers that Add up to "k"

Solution Review: Find Two Numbers that Add up to "k"

Challenge 4: List of Products of all Elements

Solution Review: List of Products of All Elements

Challenge 5: Find Minimum Value in List

Solution Review: Find Minimum Value in List

Challenge 6: First Non-Repeating Integer in a list

Solution Review: First Non-Repeating Integer in a list

Challenge 7: Find Second Maximum Value in a List

Solution Review: Find Second Maximum Value in a List

Challenge 8: Right Rotate List

Solution Review: Right Rotate List

Challenge 9: Rearrange Positive & Negative Values

Solution Review: Rearrange Positive & Negative Values

Challenge 10: Rearrange Sorted List in Max/Min Form

Solution Review: Rearrange Sorted List in Max/Min Form

Challenge 11: Maximum Sum Sublist

Solution Review: Maximum Sum Sublist

Lists Quiz: Test your understanding of Lists

3. Introduction to Linked Lists

Singly Linked Lists (SLL)

Linked Lists vs. Lists

Basic Linked List Operations

Singly Linked List Insertion

Challenge 1: Insertion at Tail

Solution Review: Insertion at Tail

Challenge 2: Search in a Singly Linked List

Solution Review: Search in a Singly Linked List

Singly Linked List Deletion

Challenge 3: Deletion by Value

Solution Review: Deletion by Value

Doubly Linked Lists (DLL)

Singly Linked Lists vs. Doubly Linked Lists

Challenge 4: Find the Length of a Linked List

Solution Review: Find the Length of a Linked List

Challenge 5: Reverse a Linked List

Solution Review: Reverse a Linked List

Challenge 6: Detect Loop in a Linked List

Solution Review: Detect Loop in a Linked List

Challenge 7: Find Middle Node of Linked List

Solution Review: Find Middle Node of a Linked List

Challenge 8: Remove Duplicates from Linked List

Solution Review: Remove Duplicates from a Linked List

Challenge 9: Union & Intersection of Linked Lists

Solution Review: Union & Intersection of Linked Lists

Challenge 10: Return the Nth node from End

Solution Review: Return the Nth Node from End

Linked Lists Quiz: Test your understanding of Linked Lists

4. Introduction to Stacks and Queues

What is a Stack?

Stack (Implementation)

What is a Queue?

Queue (Implementation)

Challenge 1: Generate Binary Numbers from 1 to n using a Queue

Solution Review: Generate Binary Numbers from 1 to n using Queue

Challenge 2: Implement Two Stacks Using One List

Solution Review: Implementing Two Stacks Using One List

Challenge 3: Reversing First k Elements of Queue

Solution Review: Reversing First k Elements of Queue

Challenge 4: Implement a Queue Using Stacks

Solution Review: Implement a Queue Using Stacks

Challenge 5: Sort Values in a Stack

Solution Review: Sort Values in Stack

Challenge 6: Evaluate Postfix Expression Using a Stack

Solution Review: Evaluate Postfix Expression Using a Stack

Challenge 7: Next Greater Element Using a Stack

Solution Review: Next Greater Element Using a Stack

Challenge 8: Check Balanced Parentheses Using Stack

Solution Review: Check Balanced Parentheses using Stack

Challenge 9: min( ) Function Using a Stack

Solution Review: min( ) Function Using a Stack

Stack/Queue Quiz: Test your understanding of Stack/Queue

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

Challenge 1: Implement Breadth First Search

Solution Review: Implement Breadth First Search

Challenge 2: Implement Depth First Search

Solution Review: Implement Depth First Search

Challenge 3: Detect Cycle in a Directed Graph

Solution Review: Detect Cycle in a Directed Graph

Challenge 4: Find a "Mother Vertex" in a Directed Graph

Solution Review: Find a "Mother Vertex" in a Directed Graph

Challenge 5: Count Number of Edges in an Undirected Graph

Solution Review: Count the Number of Edges in an Undirected Graph

Challenge 6: Check if a Path Exists Between Two Vertices

Solution Review: Check if a Path Exists Between Two Vertices

Challenge 7: Check if a Given Undirected Graph is Tree or not?

Solution Review: Check if Given Undirected Graph is a Tree or Not

Challenge 8: Find the Shortest Path Between Two Vertices

Solution Review: Find the Shortest Path Between Two Vertices

Challenge 9: Remove Edge

Solution Review: Remove Edge

Graph Quiz: Test your understanding of Graphs

6. Introduction to Trees

Trees and their Basic Properties!

What makes a tree 'balanced'?

What is a Binary Tree?

More on Complete Binary Trees

Skewed Binary Trees

What is a Binary Search Tree (BST)?

Implementing a Binary Search Tree in Python

Binary Search Tree Insertion

Binary Search Tree Insertion (Implementation)

Searching in a Binary Search Tree (Implementation)

Deletion in a Binary Search Tree

Deletion in a Binary Search Tree (Implementation)

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 is a 2-3 Tree?

2-3 Insertion

2-3 Deletion (Case #1)

2-3 Deletion (Case #2)

2-3-4 Trees

Overview of Trees

Challenge 1: Find minimum value in Binary Search Tree

Solution: Find minimum value in Binary Search Tree

Challenge 2: Find kth maximum value in Binary Search Tree

Solution Review: Find kth maximum value in Binary Search Tree

Challenge 3: Find Ancestors of a given node in a BST

Solution Review: Find Ancestors of a given node in a BST

Challenge 4: Find the Height of a BST

Solution Review: Find the Height of a BST

Challenge 5: Find Nodes at "k" distance from the Root

Solution Review: Find Nodes at "k" distance from the Root

Trees Quiz: Test your understanding of Trees

7. Trie

What is a Trie?

Structure of a Trie

Insertion in a Trie

Search in a Trie

Deletion in Trie

Challenge 1: Total Number of Words in a Trie

Solution Review: Total Number of Words in a Trie

Challenge 2: Find All Words Stored in Trie

Solution Review: Find All Words Stored in Trie

Challenge 3: List Sort Using Trie

Solution Review: List Sort Using Trie

Challenge 4: Word Formation From a Dictionary Using Trie

Solution Review: Word Formation From a Dictionary Using Trie

Trie Quiz: Test Your Understanding of Tries

8. Introduction to Heap

What is a Heap?

Max Heap: Introduction

Max Heap (Implementation)

Min Heap: Introduction

Min Heap (Implementation)

Challenge 1: Convert Max-Heap to Min-Heap

Solution Review: Convert Max-Heap to Min-Heap

Challenge 2: Find k smallest elements in a List

Solution Review: Find k smallest elements in a List

Challenge 3: Find k largest elements in the List

Solution Review: Find k Largest Elements in the List

Heap Quiz: Test your understanding of Heaps

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

Trees vs Hash Table

Dictionary vs Set

Challenge 1: A List as a Subset of Another List

Solution Review: A List as a Subset of Another List

Challenge 2: Check if Lists are Disjoint

Solution Review: Check if Lists are Disjoint

Challenge 3: Find Symmetric Pairs in a List

Solution Review: Find Symmetric Pairs in a List

Challenge 4: Trace the Complete Path of a Journey

Solution Review: Trace the Complete Path of a Journey

Challenge 5: Find Two Pairs in List such that a+b = c+d

Solution Review: Find Two Pairs Such That a+b = c+d

Challenge 6: A Sublist with a Sum of 0

Solution Review: A Sublist with a Sum of 0

Challenge 7: Word Formation Using a Hash Table

Solution Review: Word Formation Using a Hash Table

Challenge 8: Find Two Numbers that Add up to "k"

Solution Review: Find Two Numbers that Add up to "k"

Challenge 9: First Non-Repeating Integer in a List

Solution Review: First Non-Repeating Integer in a list

Challenge 10: Detect Loop in a Linked List

Solution Review: Detect Loop in a Linked List

Challenge 11: Remove Duplicates from Linked List

Solution Review: Remove Duplicates from Linked List

Challenge 12: Union & Intersection of Linked Lists

Solution Review: Union & Intersection of Linked Lists

Hashing Quiz: Test your understanding of Hashing

10. Summary of Data Structures

Overview of Linear & Non-Linear Data Structures

Conclusion