Opportunity Through Data Textbook

Opportunity Through Data Textbook
Introduction
- What is Data Science?
- Introduction to Data Science: Exploratory Musical Analysis
Module 1
Module 2
- Data Structures
- Programming Logic
Module 3
- Introduction to Probability
  - Probability and Sampling
- Introduction to Statistics
  - Mean & Variance
  - Causality & Randomness
Module 4
- Packages
- Intro to NumPy
  - NumPy (continued)
Module 5
Appendix
Extension: Classification
Extension: Introduction to SQL
- Introduction to SQL
- Table Operations
  - Tables and Queries
  - Joins
Extension: Central Limit Theorem
Extension: Object-Oriented Programming
- Object-Oriented Programming
Extension: Introduction to Excel
- Introduction to Excel
- Additional Features in Excel

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Module 1

Math Review

Variables and Functions Intro to Graphs

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