IIRF Online > Development > Software Engineering > Data Structures > Learn Data Structures and Algorithms with Python
Learn Data Structures and Algorithms with Python by Codecademy
Learn what data structures and algorithms are, why they are useful, and how you can use them effectively in Python.
Course Highlights
- Recognize the differences between a data structure and an algorithm
- Create and manipulate data structures such as linked lists, queues, hash maps, graphs, and more in Python
- Understand the characteristics of various advanced algorithms as well as be able to implement them in Python
- Analyze the space and time complexity of different data structures and algorithms
Skills you will learn!
Curriculum
1 Topic
Why Data Structures and Algorithms
3 Topics
Nodes
Nodes: Python
Nodes
5 Topics
Linked Lists: Conceptual
Linked Lists: Python
Linked Lists Quiz
Swapping Elements in a Linked List
Two-Pointer Linked List Techniques
3 Topics
Doubly Linked Lists
Doubly Linked Lists: Python
Doubly Linked List Quiz
3 Topics
Queues: Conceptual
Queues: Python
Queues Quiz
4 Topics
Stacks: Conceptual
Stacks: Python
Stacks Quiz
Towers of Hanoi
5 Topics
Hash Maps: Conceptual
Hash Maps: Conceptual
Hash Maps: Python
Hash Maps: Python
Blossom
6 Topics
Recursion: Conceptual
Recursion: Conceptual
Recursion: Python
Recursion: Python
Recursion vs. Iteration - Coding Throwdown
Code Challenge: Recursion
6 Topics
Why Asymptotic Notation?
Asymptotic Notation: Conceptual
Asymptotic Notation: Conceptual
Space Complexity
Asymptotic Notation: Python
Asymptotic Notation: Python
4 Topics
Naive Pattern Search: Conceptual
Naive Pattern Search: Python
Naive Pattern Search: Quiz
Code Challenge: Naive Pattern Search
11 Topics
Bubble Sort: Conceptual
Bubble Sort: Python
Bubble Sort: Python
Merge Sort: Conceptual
Merge Sort: Python
Merge Sort: Python
Quicksort: Conceptual
Quicksort: Python
Quicksort: Python
Sort Runtimes
A Sorted Tale
4 Topics
Brute Force Algorithms
Linear Search: Conceptual
Linear Search: Python
Brute Force
4 Topics
Trees: Conceptual
Trees: Python
Trees Quiz
Choose Your Own Adventure: Wilderness Escape
7 Topics
Tree Traversal: Breadth-First Search vs Depth-First Search
Breadth-First Search: Conceptual
Breadth-First Search: Python
Breadth-First Search
Depth-First Search: Conceptual
Depth-First Search: Python
Depth-First Search
5 Topics
Divide and Conquer Algorithms
Binary Search: Conceptual
Binary Search: Python
Binary Search Trees: Python
Binary Search Trees: Python
6 Topics
Max-Heaps
Max-Heaps: Python
Max-Heaps Quiz
Heapsort
Heapsort: Python
Heapsort Quiz
9 Topics
Graphs: Conceptual
Graphs: Conceptual
Graphs: Python
Graphs: Python
Graph Search: Conceptual
Graph Search: Conceptual
Graph Search: Python
Graph Search: Python
Build a Routing Program to Help Vancouver Commuters
6 Topics
Greedy Algorithms
Dijkstra's Algorithm: Conceptual
Dijkstra's Algorithm: Conceptual
Dijkstra's Algorithm: Python
Dijkstra's Algorithm: Python
Traveling Salesperson
5 Topics
Introduction to Pathfinding
A* Algorithm: Conceptual
A* Algorithm: Conceptual
A* Algorithm: Python
A* Algorithm: Python
Learn Data Structures and Algorithms with Python
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