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Introduction to Linear Algebra and Python 

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Introduction to Linear Algebra and Python
 at 
Coursera 
Overview

Duration

12 hours

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Total fee

Free

Mode of learning

Online

Difficulty level

Beginner

Official Website

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Credential

Certificate

Introduction to Linear Algebra and Python
 at 
Coursera 
Highlights

  • Earn a Certificate upon completion
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Introduction to Linear Algebra and Python
 at 
Coursera 
Course details

More about this course
  • 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

Introduction to Linear Algebra and Python
 at 
Coursera 
Admission Process

    Important Dates

    May 25, 2024
    Course Commencement Date

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