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Advanced Python Programming
Home
Intro
About Mr. Fisch
Control Structures
Course Expectations
Defining Functions
Exception Handling
Getting Started
Getting Started with Data
Input & Output
Key Terms
Object-Oriented Programming: Defining Classes
Review of Basic Python
Summary
What is Computer Science?
What is Programming?
Why Data Structures & Abstract Data Types
Why Study Algorithms?
Python 1 Website (for reference)
Analysis
An Anagram Detection Example
Big-O Notation
Dictionaries
Key Terms
Lists
Performance of Python Data Structures
What is Algorithm Analysis?
Basic Data Structures
Balanced Symbols
Converting Decimal to Binary
Deque Abstract Data Type
Implementing a Deque
Implementing a Queue in Python
Implementing a Stack in Python
Implementing an Ordered List
Infix, Prefix and Postfix Expressions
Key Terms
Linked Lists
Lists
Ordered List
Palindrome Checker
Simple Balanced Parentheses
Simulation: Hot Potato
Simulation: Printing Tasks
Summary
The Queue Abstract Data Type
The Stack Abstract Data Type
Unordered List Abstract Data Type
What Are Linear Structures?
What Is a Deque?
What Is a Queue?
What Is A Stack?
Graphs & Graph Algorithms
An Adjacency List
An Adjacency Matrix
Analysis of Dijkstra's Algorithm
Breadth First Search Analysis
Building the Knight's Tour Graph
Building the Word Ladder Graph
Depth First Search Analysis
Dijkstra's Algorithm
General Depth First Search
Implementation
Implementing Breadth First Search
Implementing Knight's Tour
Key Terms
Knight's Tour Analysis
Prim's Spanning Tree Algorithm
Shortest Path Problems
Strongly Connected Components
Summary
The Graph Abstract Data Type
The Knight's Tour Problem
The Word Ladder Problem
Topological Sorting
Vocabulary & Definitions
Recursion
Calculating the Sum of a List of Numbers
Complex Recursive Problems
Converting an Integer to a String in any Base
Dynamic Programming
Exploring a Maze
Glossary
Sierpinski Triangle
Stack Frames: Implementing Recursion
Summary
The Three Laws of Recursion
Tower of Hanoi
Visualizing Recursion
What Is Recursion?
Sorting & Searching
Hashing
Key Terms
Searching
Sorting
Summary
The Binary Search
The Bubble Sort
The Insertion Sort
The Merge Sort
The Quick Sort
The Selection Sort
The Sequential Search
The Shell Sort
Trees & Tree Algorithms
AVL Tree Implementation
AVL Tree Performance
Balanced Binary Search Trees
Binary Heap Implementation
Binary Heap Operations
Binary Search Trees
Examples of Trees
Key Terms
List of Lists Representation
Nodes & References
Parse Tree
Priority Queues with Binary Heaps
Search Tree Analysis
Search Tree Implementation
Search Tree Operations
Summary
Summary of Map ADT Implementations
Tree Traversals
Vocabulary & Definitions
Advanced Python Programming
Trees & Tree Algorithms
To understand what a tree data structure is and how it is used.
To see how trees can be used to implement a map data structure.
To implement trees using a list.
To implement trees using classes and references.
To implement trees as a recursive data structure.
To implement a priority queue using a heap.
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