DSC 140: Foundations of Data Science

Course Materials

• Syllabus

• Learning Objectives (Course Level)

Introduction to the Course

• Learning Objectives

• Slides, Lecture Notes, and Code

  • Introduction to Data Science

    • Slides

  • Overview of Software

    • Slides

Excel

• Learning Objectives

• Slides, Lecture Notes, and Code

  • Introduction to Excel

    • Slides

  • Basics of Excel

    • Slides

  • Statistics in Excel

    • Slides

• Projects

  • Excel Projects

• Homework

  • Introduction and Excel

Python

• Learning Objectives

• Slides, Lecture Notes, and Code

  • Introduction to Python

    • Slides

  • Reading Data in Python

    • Slides

  • Loops in Python

    • Slides

  • Statistics in Python

    • Slides

  • Data Cleaning in Python

    • Slides

  • Machine Learning in Python

    • Slides

• Projects

  • Python Projects Part 1

  • Python Projects Part 2

• Homework

  • Python Homework 1

  • Python Homework 2

  • Python Homework 3

R

• Learning Objectives

• Slides, Lecture Notes, and Code

  • Introduction to R

    • Slides

  • Machine Learning in R

    • Slides

• Projects

  • R Projects

• Homework

  • R Homework

MySQL

• Learning Objectives

• Slides, Lecture Notes, and Code

  • Introduction to MySQL (GUI)

    • Slides

  • MySQL and Python

    • Slides

• Projects

  • MySQL Projects

• Homework

  • MySQL Homework

Additional Topics

• Learning Objectives

• Slides, Lecture Notes, and Code

  • Gathering Data from the Internet

    • Slides

• Homework

  • Additional Topics Homework

Midterm 1 Review

Final Review

Ethics Report Materials

Final Project Materials