Analyzing Algorithm Performance Understanding Order of Growth, Memory Usage & Binary Search
Автор: TheTechSlayer⚡💻
Загружено: 2025-10-20
Просмотров: 36
and program efficiency.
You’ll learn how to:
Define tilde (~) and order-of-growth notations
Determine the running time of a program as a function of input size
Conduct computational experiments to form performance hypotheses
Model memory usage of Java programs
Understand and analyze the binary search algorithm
This course combines theory, experimentation, and mathematical reasoning — a complete guide to understanding how your programs perform and how to optimize them effectively.
📚 Learning Objectives:
Define tilde and order-of-growth notations
Determine the order of growth of program running time
Formulate hypotheses for performance through computational experiments
Calculate Java memory usage
Describe and analyze binary search
💡 Timestamps (optional):
00:00 Introduction
01:20 The Scientific Method in Algorithms
04:45 Order of Growth Explained
08:10 Performance Hypothesis and Experimentation
12:30 Memory Usage in Java
15:00 Binary Search & Time Complexity
🧩 Hashtags:
#Algorithms #ComputerScience #JavaProgramming #DataStructures #BinarySearch #OrderOfGrowth #AlgorithmAnalysis #BigO #CodingTutorial #SouravMukherjee
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