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Indiana Topics in Computer Science

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Animation and Games

1.1 Welcome to Topics in Computer Science

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1.2 History of Video Games

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1.3 What Makes a Good Game?

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1.4 JavaScript Syntax Update

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1.5 Timers

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1.6 Stopping Timers

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1.7 Collisions

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1.8 Mouse Click Events

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1.9 More Mouse Events

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1.10 Key Events

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1.11 Animation and Games Quiz

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Create a Game!

2.1 Software Development Life Cycle

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2.2 Develop Your Game

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Cybersecurity and You
Python Basics

4.1 Introduction to Python

4.2 Printing in Python

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4.3 Variables and Types

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4.4 User Input

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4.5 Mathematical Operators

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4.6 String Operators

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4.7 Comments

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4.8 Programming Languages

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4.9 Basic Python and Console Interaction Quiz

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Functions in Python

5.1 Functions

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5.2 Functions and Parameters

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5.3 Namespaces in Functions

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5.4 Functions and Return Values

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5.5 Functions Quiz

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Python Data Structures

6.1 Tuples

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6.2 Lists

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6.3 For Loops and Lists

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6.4 List Methods

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6.5 2d Lists

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6.6 Dictionaries

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6.7 Python Data Structures Quiz

Introduction to Data Science

7.1 Welcome to Data Science!

7.2 What is Data Science?

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7.3 Gathering Data

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7.4 Exploring Data Using Python

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7.5 Modules, Packages & Libraries

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7.6 Series and Central Tendency

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7.7 Measures of Spread

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7.8 Pandas DataFrames

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7.9 Selecting Columns

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7.10 Using Functions

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7.11 Mini-Project: Findings

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7.12 The Data Science Life Cycle Quiz

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Data Science for Business

8.1 Data Science for Business

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8.2 Importing and Filtering Data

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8.3 Conditional Filtering

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8.4 Data Cleaning

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8.5 Data Visualizations

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8.6 Line and Bar Charts

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8.7 Quality Datasets

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8.8 Aggregating Data

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8.9 Combining Datasets

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8.10 Your Business Data

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8.11 Bias in Data Analytics

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8.12 Business Report

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8.13 Data Science for Business Quiz

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The World of Artificial Intelligence
Creating an Image Recognizing AI

10.1 Introduction to TensorFlow

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10.2 Creating an Image Prediction Model

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10.3 Selecting Valid Datasets

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Using Natural Language Processing

11.1 Creating a Sentiment Model

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11.2 Generating New Text

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AI Final Project

12.1 Final Project

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