Problem Solving with Algorithms and Data Structures

Download free tutorial in Algorithms and data structures created by Brad Miller and David ranum.

Table of contents

• Objectives
• Getting Started
• What Is Computer Science? 
• Review of Basic Python
• Summary Key Terms
• Programming Exercises
• Algorithm Analysis
• Objectives 
• What Is Algorithm Analysis? 
• Performance of Python Data Structures 
• Summary 
• Key Terms
• Discussion Questions 
• Programming Exercises 
• Basic Data Structures
• Objectives
• What Are Linear Structures? 
• Stacks
• The Stack Abstract Data Type 
• Queues
• Deques
• Lists
• The Unordered List Abstract Data Type
• Implementing an Unordered List: Linked Lists
• The Ordered List Abstract Data Type
• Programming Exercises
• Recursion
• What is Recursion? 
• Stack Frames: Implementing Recursion
• Visualising Recursion
• Complex Recursive Problems
• Programming Exercises
• Sorting and Searching
• Searching 
• Sorting
• Programming Exercises
• Trees and Tree Algorithms
• Examples Of Trees 
• Vocabulary and Definitions 
• Implementation 
• Priority Queues with Binary Heaps
• Binary Tree Applications 
• Tree Traversals 
• Discussion Questions
• Programming Exercises
• JSON 235

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