Cursarium
beginnerCertificate$49/mo

Mathematics for Machine Learning and Data Science Specialization

by Luis Serrano · Coursera

4.6
(9,500 reviews)
200K+ enrolled3 monthsUpdated 2024-10

What You'll Learn

Understand the fundamentals and key concepts of linear algebra
Apply linear algebra techniques to solve real-world problems
Understand the fundamentals and key concepts of calculus
Apply calculus techniques to solve real-world problems
Understand the fundamentals and key concepts of statistics
Apply statistics techniques to solve real-world problems

About This Course

Three-course specialization covering linear algebra, calculus, and probability & statistics as foundations for machine learning.

Curriculum

Module 1: Linear algebra & Calculus
6 lessons
  • Introduction to linear algebra
  • Linear algebra in Practice
  • Hands-on Exercise: Linear algebra
  • Introduction to calculus
  • Calculus in Practice
  • Hands-on Exercise: Calculus
Module 2: Statistics & Probability
6 lessons
  • Introduction to statistics
  • Statistics in Practice
  • Hands-on Exercise: Statistics
  • Introduction to probability
  • Probability in Practice
  • Hands-on Exercise: Probability
Module 3: Machine learning
3 lessons
  • Introduction to machine learning
  • Machine learning in Practice
  • Hands-on Exercise: Machine learning

Instructor

Luis Serrano

Instructor at Coursera

4.6rating
200K+ students

Pros & Cons

Pros

  • Offers a certificate of completion
  • High-quality video lectures
  • Taught by Luis Serrano
  • Well-structured curriculum

Cons

  • Requires paid subscription
  • May be too basic for experienced practitioners
  • Self-paced requires discipline