Welcome to Algorithms & AI YouTube channel, your go-to resource for mastering algorithms and artificial intelligence. My name is Amrinder Arora, and I teach graduate classes in algorithms and AI at the George Washington University. We focus on academic rigor and real-world insights to every video. Whether you’re a student looking to excel in your studies or a professional aiming to deepen your understanding, you’ll find content that addresses those needs here. We post regularly with in-depth lectures, practical examples, and challenging problems to help you apply what you’ve learned. Join this community of learners from around the world and elevate your skills in AI and algorithms.

Probabilistic Reasoning - Artificial Intelligence
11:03
Probabilistic Reasoning - Artificial Intelligence
Markov Decision Processes - Policy Methods - Examples
8:23
Markov Decision Processes - Policy Methods - Examples
Markov Decision Processes - Policy Methods
13:24
Markov Decision Processes - Policy Methods
Mastering MDPs: Understanding Optimal Values V* and Q* Values
14:15
Mastering MDPs: Understanding Optimal Values V* and Q* Values
MDPs Part 2 - Utilities, Discounting and Debreu-Gorman Theorem
9:01
MDPs Part 2 - Utilities, Discounting and Debreu-Gorman Theorem
Markov Decision Processes - Quick Introduction
12:39
Markov Decision Processes - Quick Introduction
Understanding AI Decision-Making: Lotteries, Preferences & Utility Theory
15:11
Understanding AI Decision-Making: Lotteries, Preferences & Utility Theory
Adversarial Serach - Alpha Beta Pruning - Quiz1 - Easy
5:11
Adversarial Serach - Alpha Beta Pruning - Quiz1 - Easy
Adversarial Search Alpha Beta Pruning
19:15
Adversarial Search Alpha Beta Pruning
Constraint Satisfaction Problems
12:34
Constraint Satisfaction Problems
NPC Proof Method - SOX ReStox
15:38
NPC Proof Method - SOX ReStox
Boolean Satisfiability - Original NP Complete Problem
13:59
Boolean Satisfiability - Original NP Complete Problem
Asymptotic Analysis - Two Nested Loops - Inner loop starts from i*i
6:31
Asymptotic Analysis - Two Nested Loops - Inner loop starts from i*i
Longest Common Subsequence - Dynamic Programming
6:28
Longest Common Subsequence - Dynamic Programming
Matrix Chain Multiplication - Dynamic Programming
15:24
Matrix Chain Multiplication - Dynamic Programming
Quick Introduction to Dynamic Programming - Quick Introduction
10:15
Quick Introduction to Dynamic Programming - Quick Introduction
Greedy Algorithms and Matroids - A Fascinating Connection
11:40
Greedy Algorithms and Matroids - A Fascinating Connection
Kruskal's Algorithm Minimum Spanning Tree Greedy Algorithm
9:25
Kruskal's Algorithm Minimum Spanning Tree Greedy Algorithm
Closest Pair of Points - Divide and Conquer Algorithm
11:02
Closest Pair of Points - Divide and Conquer Algorithm
Asymptotic Analysis Set Notation Confusion
4:52
Asymptotic Analysis Set Notation Confusion
Median Finding Algorithm in Linear Time
18:58
Median Finding Algorithm in Linear Time
Asymptotic Analysis Example With Two Nested Loops
4:21
Asymptotic Analysis Example With Two Nested Loops
GridWorld Solution MDP
9:26
GridWorld Solution MDP
Master Theorem for Solving Recurrence Relations
16:31
Master Theorem for Solving Recurrence Relations
Divide and Conquer Algorithms - A Quick Introduction
9:18
Divide and Conquer Algorithms - A Quick Introduction
Union Find Data Structure - A Quick Introduction
9:30
Union Find Data Structure - A Quick Introduction
Graphs in Computer Science!
8:44
Graphs in Computer Science!
Data Structures - BTrees
4:28
Data Structures - BTrees
Binary Search Trees - What are they? Why do we need them?
10:54
Binary Search Trees - What are they? Why do we need them?
What Does the Word Asymptotic Really Mean
4:08
What Does the Word Asymptotic Really Mean