intermediateFree
Computational Linear Algebra
by Rachel Thomas · fast.ai
4.6(850 reviews)
50K+ enrolled8 weeksUpdated 2023-06
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 SVD
Apply SVD techniques to solve real-world problems
Understand the fundamentals and key concepts of PCA
Apply PCA techniques to solve real-world problems
About This Course
Covers matrix factorizations, SVD, PCA, and numerical linear algebra with applications to NLP and image processing.
Curriculum
Module 1: Linear algebra & SVD6 lessons
- Introduction to linear algebra
- Linear algebra in Practice
- Hands-on Exercise: Linear algebra
- Introduction to SVD
- SVD in Practice
- Hands-on Exercise: SVD
Module 2: PCA & NLP6 lessons
- Introduction to PCA
- PCA in Practice
- Hands-on Exercise: PCA
- Introduction to NLP
- NLP in Practice
- Hands-on Exercise: NLP
Module 3: Numerical methods3 lessons
- Introduction to numerical methods
- Numerical methods in Practice
- Hands-on Exercise: Numerical methods
Instructor
Rachel Thomas
Instructor at fast.ai
Pros & Cons
Pros
- Completely free to access
- High-quality video lectures
- Taught by Rachel Thomas
- Well-structured curriculum
Cons
- No certificate provided
- Self-paced requires discipline
Free
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