Introduction to Linear Algebra and Python
- Offered byCoursera
Introduction to Linear Algebra and Python at Coursera Overview
Duration | 12 hours |
Start from | Start Now |
Total fee | Free |
Mode of learning | Online |
Difficulty level | Beginner |
Official Website | Explore Free Course |
Credential | Certificate |
Introduction to Linear Algebra and Python at Coursera Highlights
- Earn a Certificate upon completion
Introduction to Linear Algebra and Python at Coursera Course details
- In this course, we'll cover the fundamentals of linear algebra, including systems of linear equations, matrix operations, and vector equations
- This course is the first of a series that is designed for beginners who want to learn how to apply basic data science concepts to real-world problems
Introduction to Linear Algebra and Python at Coursera Curriculum
Introduction to Matrices and Linear Algebra
Introduction to Linear Algebra for Data Science Using Python (Specialization)
Introduction to Linear Algebra and Python
Introduction to Instructors
Installing the Version Control System Git Bash
Installing Git Bash for a Mac
Installing Jupyter Notebook via Anaconda
Opening a Jupyter Notebook
How to Document Your Code
Introduction to Matrices
Introduction to Matrices in Python Using NumPy
Introduction to Matrices in Python Using SymPy
How Is Linear Algebra Used to Solve Problems?
Using Graphs in Python to Model Data
Doing More with Graphs in Python to Model Data: Part 1
Doing More with Graphs in Python to Model Data: Part 2 (Data Visualizations)
Course 1 Welcome
Note About Git Bash for Mac
Reminder - Start with Git Bash
Best Practices for Learning Programming
Python Resources
Get to Know NumPy and SymPy
Getting Started with Linear Algebra and Python
Modeling Data in Python
Fundamental Concepts in Linear Algebra & Common Data Science Applications of Linear Algebra
Using Linear Algebra Concepts in Python
Introduction to Linear Algebra Functions in Python
Using Matrices in Python
Solving Linear Equations Using Python
Matrix Addition
Matrix Multiplication
A Practical Example of Matrix Multiplication
Using Matrix Algebra in Python
Supplemental Reading on Using Python to Solve Linear Equations
Using Linear Algebra
Matrix Algebra by Hand and in Python
Matrix Addition, Multiplication, and Scalar Multiplication by Hand and in Python
Vector Equations and Systems of Linear Equations
Systems of Linear Equations
Row Echelon Form and Augmented Matrices
Elementary Row Operations and Row Equivalent Matrices
Gaussian Elimination (row reduction)
Vector Equations
Solving Vector Equations
Practical Applications of a Linear Function Model
Vector Equations and Systems of Linear Equations
Using Vector Equations
Vector Equations, Systems of Linear Equations, and Modeling Data
Real-World Applications of Vector Equations
Introduction to a Sample Data Set
Working through a Sample Data Set Using Vector Equations: Part 1
Working through a Sample Data Set Using Vector Equations: Part 2
Real-World Applications - Ice Cream Sales
Applying Peer Feedback
Real-World Data Sets and Vector Equations