Advanced Python and AI Programming - Explore | CodeHS

Welcome to Advanced Python and AI

1.1 The Main Function

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1.2 Comments and Docstrings

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1.3 Print Parameters and F-Strings

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1.4 Error Handling with Exceptions

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1.5 Lambda Functions

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1.6 Python Keywords

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1.7 Welcome Unit Quiz

Object-Oriented Programming

2.1 What is Object-Oriented Programming?

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2.2 Classes

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2.3 Getters and Setters

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2.4 Inheritance

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2.5 Polymorphism

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2.6 Constructors

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2.7 Magic Methods

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2.8 Composition

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2.9 Object Oriented Programming Quiz

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Libraries and Packages

3.1 Standard and Third-Party Libraries

3.2 Math and Random

3.3 Exploring Web Data with Python

3.4 Numerical Computing

3.5 Cleaning and Structuring

3.6 Visualizing Data

3.7 Testing Your Code

3.8 Libraries and Packages Quiz

Build Your Own Adventure Game

4.1 Project Launch and Design

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4.2 Building Your Characters

4.3 Items, Choices, and the Loop

4.4 Import Packages

4.5 Showcase Your Project

Data Structures

5.1 Lists, Tuples, Dictionaries

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5.2 Sets

5.3 Last-In, First-Out

5.4 First-In, First-Out

5.5 Linked Lists

5.6 Hash Tables

5.7 Basic Trees

5.8 Heaps

5.9 Graphs

5.10 Data Structures Quiz

Algorithms

6.1 Algorithms in Computing

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6.2 Informal Runtime Analysis

6.3 Big O Notation

6.4 Linear Search

6.5 Binary Search

6.6 Bubble Sort

6.7 Selection Sort

6.8 Insertion Sort

6.9 Recursion

6.10 Merge Sort

6.11 Quick Sort

6.12 Algorithms Quiz

Build a Music Player

7.1 Plan Your Music Library

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7.2 Store and Find Your Songs

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7.3 Playlists and Player Features

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7.4 Searching and Sorting the Library

7.5 Put It All Together

7.6 Showcase and Reflection

AI Algorithms

8.1 What Is AI?

8.2 Breadth-First Search

8.3 Depth-First Search

8.4 Dijkstra's Algorithm

8.5 Heuristic Algorithms

8.6 Greedy Algorithms

8.7 A*

8.8 Linear Regression

8.9 K Nearest Neighbors

8.10 Overfitting and Evaluation

8.11 Decision Trees

8.12 Neural Networks and Perceptrons

8.13 Clustering

8.14 Algorithms That Think Quiz

Build a Classifier

9.1 Plan Your Classifier

9.2 Build Your Dataset

9.3 Train Your First Model

9.4 Test With Unseen Data

9.5 Compare and Tune

9.6 Showcase and Reflection

Final Exam

10.1 Advanced Python and AI Programming Final Exam