Algorithms

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Curated by: Abdul Bari (84 videos)

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Tracks in this Playlist

• 1. Introduction to Algorithms
• 1.1 Priori Analysis and Posteriori Testing
• 1.2 Characteristics of Algorithm
• 1.3 How Write and Analyze Algorithm
• 1.4 Frequency Count Method
• 1.5.1 Time Complexity #1
• 1.5.2 Time Complexity Example #2
• 1.5.3 Time Complexity of While and if #3
• 1.6 Classes of functions
• 1.7 Compare Class of Functions
• 1.8.1 Asymptotic Notations Big Oh - Omega - Theta #1
• 1.8.2 Asymptotic Notations - Big Oh - Omega - Theta #2
• 1.9 Properties of Asymptotic Notations
• 1.10.1 Comparison of Functions #1
• 1.10.2 Comparison of Functions #2
• 1.11 Best Worst and Average Case Analysis
• 1.12 Disjoint Sets Data Structure - Weighted Union and Collapsing Find
• 2 Divide And Conquer
• 2.1.1 Recurrence Relation (T(n)= T(n-1) + 1) #1
• 2.1.2 Recurrence Relation (T(n)= T(n-1) + n) #2
• 2.1.3 Recurrence Relation (T(n)= T(n-1) + log n) #3
• 2.1.4 Recurrence Relation T(n)=2 T(n-1)+1 #4
• 2.2 Masters Theorem Decreasing Function
• 2.3.1 Recurrence Relation Dividing Function T(n)=T(n/2)+1 #1
• 2.3.2 Recurrence Relation Dividing [ T(n)=T(n/2)+ n]. #2
• 2.3.3 Recurrence Relation [ T(n)= 2T(n/2) +n] #3
• 2.4.1 Masters Theorem in Algorithms for Dividing Function #1
• 2.4.2 Examples for Master Theorem #2
• 2.5 Root function (Recurrence Relation)
• 2.6.1 Binary Search Iterative Method
• 2.6.2 Binary Search Recursive Method
• 2.6.3 Heap - Heap Sort - Heapify - Priority Queues
• 2.7.1 Two Way MergeSort - Iterative method
• 2.7.2. Merge Sort Algorithm
• 2.7.3 MergeSort in-depth Analysis
• 2.8.1 QuickSort Algorithm
• 2.8.2 QuickSort Analysis
• 2.9 Strassens Matrix Multiplication
• 3. Greedy Method - Introduction
• 3.1 Knapsack Problem - Greedy Method
• 3.2 Job Sequencing with Deadlines - Greedy Method
• 3.3 Optimal Merge Pattern - Greedy Method
• 3.4 Huffman Coding - Greedy Method
• 3.5 Prims and Kruskals Algorithms - Greedy Method
• 3.6 Dijkstra Algorithm - Single Source Shortest Path - Greedy Method
• 4 Principle of Optimality - Dynamic Programming introduction
• 4.1 MultiStage Graph - Dynamic Programming
• 4.1.1 MultiStage Graph (Program) - Dynamic Programming
• 4.2 All Pairs Shortest Path (Floyd-Warshall) - Dynamic Programming
• 4.3 Matrix Chain Multiplication - Dynamic Programming
• [New] Matrix Chain Multiplication using Dynamic Programming Formula
• 4.3.1 Matrix Chain Multiplication (Program) - Dynamic Programming
• 4.4 Bellman Ford Algorithm - Single Source Shortest Path - Dynamic Programming
• 4.5 0/1 Knapsack - Two Methods - Dynamic Programming
• 4.5.1 0/1 Knapsack Problem (Program) - Dynamic Programming
• 4.6 Optimal Binary Search Tree (Successful Search Only) - Dynamic Programming
• 4.6.2 [New] Optimal Binary Search Tree Successful and Unsuccessful Probability - Dynamic Programming
• 4.7 [New] Traveling Salesman Problem - Dynamic Programming using Formula
• 4.8 Reliability Design - Dynamic Programming
• 4.9 Longest Common Subsequence (LCS) - Recursion and Dynamic Programming
• 5.1 Graph Traversals - BFS & DFS -Breadth First Search and Depth First Search
• 5.2 Articulation Point and Biconnected Components
• 6 Introduction to Backtracking - Brute Force Approach
• 6.1 N Queens Problem using Backtracking
• 6.2 Sum Of Subsets Problem - Backtracking
• 6.3 Graph Coloring Problem - Backtracking
• 6.4 Hamiltonian Cycle - Backtracking
• 7 Branch and Bound Introduction
• 7.1 Job Sequencing with Deadline - Branch and Bound
• 7.2 0/1 Knapsack using Branch and Bound
• 7.3 Traveling Salesman Problem - Branch and Bound
• 8. NP-Hard and NP-Complete Problems
• 8.1 NP-Hard Graph Problem - Clique Decision Problem
• 9.1 Knuth-Morris-Pratt KMP String Matching Algorithm
• 9.2 Rabin-Karp String Matching Algorithm
• 10.1 AVL Tree - Insertion and Rotations
• 10.2 B Trees and B+ Trees. How they are useful in Databases
• Asymptotic Notations - Simplified
• Hashing Technique - Simplified
• Shortest Path Algorithms (Dijkstra and Bellman-Ford) - Simplified
• BFS DFS - Simplified
• Tower of Hanoi Problem - Made Easy
• Row-Major and Column-Major Mapping
• Merge Sort Algorithm - Hindi