About this Course

492,092 recent views
Flexible deadlines
Reset deadlines in accordance to your schedule.
Shareable Certificate
Earn a Certificate upon completion
100% online
Start instantly and learn at your own schedule.
Beginner Level

Familiarity with functions and basic algebra. Previous knowledge of Python and Jupyter Notebooks is recommended.

Approx. 21 hours to complete
English

What you will learn

  • Represent data as vectors and matrices and identify their properties using concepts of singularity, rank, and linear independence

  • Apply common vector and matrix algebra operations like dot product, inverse, and determinants

  • Express certain types of matrix operations as linear transformation, and apply concepts of eigenvalues and eigenvectors to machine learning problems

Skills you will gain

  • Machine Learning
  • Linear Equation
  • Eigenvalues And Eigenvectors
  • Linear Algebra
  • Determinants
Flexible deadlines
Reset deadlines in accordance to your schedule.
Shareable Certificate
Earn a Certificate upon completion
100% online
Start instantly and learn at your own schedule.
Beginner Level

Familiarity with functions and basic algebra. Previous knowledge of Python and Jupyter Notebooks is recommended.

Approx. 21 hours to complete
English

Offered by

Placeholder

DeepLearning.AI

Syllabus - What you will learn from this course

Content RatingThumbs Up93%(2,227 ratings)
Week1
Week 1
5 hours to complete

Week 1: System of linear equations

5 hours to complete
17 videos (Total 65 min), 3 readings, 4 quizzes
Week2
Week 2
4 hours to complete

Week 2: Solving system of linear equations

4 hours to complete
12 videos (Total 41 min), 4 readings, 3 quizzes
Week3
Week 3
8 hours to complete

Week 3: Vectors and Linear Transformations

8 hours to complete
16 videos (Total 42 min), 2 readings, 3 quizzes
Week4
Week 4
5 hours to complete

Week 4: Determinants and Eigenvectors

5 hours to complete
10 videos (Total 32 min), 7 readings, 3 quizzes

Reviews

TOP REVIEWS FROM LINEAR ALGEBRA FOR MACHINE LEARNING AND DATA SCIENCE

View all reviews

About the Mathematics for Machine Learning and Data Science Specialization

Mathematics for Machine Learning and Data Science

Frequently Asked Questions

More questions? Visit the Learner Help Center.