9️⃣8️⃣ What is Divide and Conquer?
Answer:
Divide and Conquer is an algorithm design technique that solves a problem by:
1. Dividing it into smaller subproblems.
2. Solving each subproblem recursively.
3. Combining their solutions to solve the original problem.
Examples:
• Merge Sort
• Quick Sort
• Binary Search
9️⃣9️⃣ What is a Greedy Algorithm?
Answer:
A Greedy Algorithm builds a solution step by step by always choosing the locally optimal option at each stage, hoping it leads to the global optimum.
Examples:
• Kruskal's Algorithm
• Prim's Algorithm
• Dijkstra's Algorithm
• Huffman Coding
Advantages:
• Fast and easy to implement
Limitation:
• Does not always produce the optimal solution.
1️⃣0️⃣0️⃣ What is Dynamic Programming?
Answer:
Dynamic Programming (DP) is an optimization technique used to solve problems by breaking them into smaller overlapping subproblems and storing their solutions to avoid repeated computations.
Two Approaches:
• Memoization (Top-Down): Uses recursion with caching.
• Tabulation (Bottom-Up): Solves subproblems iteratively using a table.
Applications:
• Fibonacci Sequence
• Longest Common Subsequence
• Knapsack Problem
• Coin Change Problem
• Matrix Chain Multiplication
Benefits:
• Reduces time complexity
• Avoids redundant calculations
• Improves performance for complex recursive problems
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