Uniform-Cost Search (UCS) Algorithm Explained | AI & Machine Learning | Weighted Graph Search
SM Talks
0:00 / 0:00
Uniform-Cost Search (UCS) Algorithm Explained | AI & Machine Learning | Weighted Graph Search
105 просмотров · 1 месяц назад
SM Talks
10 подписчиков
105 просмотров · 1 месяц назад
🤖 Welcome to the Artificial Intelligence & Machine Learning (AI & ML) Tutorial Series!
In this video, we learn Uniform-Cost Search (UCS), one of the most important Uninformed Search Algorithms used in Artificial Intelligence.
Unlike Breadth-First Search (BFS), UCS considers the cumulative path cost instead of the number of levels. It always expands the node with the lowest total cost, making it suitable for weighted graphs and real-world optimization problems.
📚 Topics Covered
✅ Introduction to Uniform-Cost Search (UCS)
✅ Why UCS is Needed
✅ Weighted Trees and Weighted Graphs
✅ Path Cost g(n)
✅ Priority Queue (Min Heap)
✅ UCS Working Principle
✅ Node Expansion Based on Lowest Cost
✅ UCS Algorithm
✅ Advantages & Disadvantages
✅ UCS vs BFS
✅ Time & Space Complexity
✅ Real-World Applications
Google Maps Navigation
GPS Route Planning
Robot Navigation
Network Routing
Cost Optimization
Artificial Intelligence
🎯 Learning Outcomes
After watching this video, you will be able to:
✔ Understand Uniform-Cost Search (UCS)
✔ Explain how UCS selects nodes
✔ Understand Priority Queue implementation
✔ Compare UCS with BFS
✔ Solve weighted graph search problems
✔ Apply UCS in AI applications
👨🎓 Who Should Watch?
AI & ML Students
Computer Science Students
Engineering Students
GATE Aspirants
Placement Preparation
Beginners in Artificial Intelligence
👍 If this video helped you:
✅ Like
✅ Share
✅ Subscribe
🔔 Turn on notifications for more AI & ML tutorials.
🔖 Hashtags
#ArtificialIntelligence #MachineLearning #UniformCostSearch #UCS #SearchAlgorithms #WeightedGraphs #PriorityQueue #AI #AIML #ComputerScience #Algorithms #EngineeringStudents #LearnAI #GraphAlgorithms #Education