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Algorithms and Graphs - Intelligence and Learning - Session 1

Coding Train via YouTube

Overview

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Explore fundamental algorithms and graph theory concepts through hands-on coding challenges in this comprehensive video session from Coding Train's Intelligence and Learning series. Master binary search trees by learning to construct and visualize these essential data structures, then advance to breadth-first search algorithms for systematic graph traversal. Implement the A* pathfinding algorithm across three detailed parts, understanding how this powerful technique finds optimal routes in complex environments. Dive into maze generation algorithms through four progressive coding challenges that demonstrate procedural content creation. Tackle the classic traveling salesperson problem and discover lexicographic ordering techniques for systematic solution exploration. Access accompanying code examples and exercises through the provided GitHub repository to reinforce your understanding of these core computer science concepts through practical programming implementation.

Syllabus

1.1: Introduction to Session 1 - Intelligence and Learning
Coding Challenge #65.1: Binary Search Tree
Coding Challenge #65.2: Visualizing a Binary Tree
Coding Challenge #68: Breadth-First Search Part 1
Coding Challenge #68: Breadth-First Search Part 2
A* Pathfinding Algorithm (Coding Challenge 51 - Part 1)
Coding Challenge 51.2: A* Pathfinding Algorithm - Part 2
Coding Challenge 51.3: A* Pathfinding Algorithm - Part 3
Coding Challenge 10: Maze Generator
Coding Challenge 10: Maze Generator (Part II)
Coding Challenge 10: Maze Generator (Part III)
Coding Challenge 10: Maze Generator (Part IV)
Coding Challenge 35: Traveling Salesperson
Coding Challenge #35.2: Lexicographic Order
Coding Challenge #35.3: Traveling Salesperson with Lexicographic Order
1.2: Exercise Ideas: Session 1 - Intelligence and Learning

Taught by

The Coding Train

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