On the benefits of retaking advanced linear algebra

Click For Summary
SUMMARY

The discussion centers on the decision of a physics student regarding whether to retake Advanced Linear Algebra or proceed to Group Theory after receiving a grade between 55-60. The student acknowledges a lack of preparation for key topics such as Singular Value Decomposition (SVD) and linear regression, which significantly impacted their final exam performance. The consensus among contributors emphasizes the importance of mastering linear algebra as it is foundational for further studies in mathematics and physics. It is advised that the student either retake the course to improve their understanding and grade or self-study the weak areas while advancing to the next course.

PREREQUISITES
  • Advanced Linear Algebra concepts including SVD and spectral theorems
  • Real Analysis as outlined in Rudin's texts
  • Functional Analysis fundamentals
  • Basic Group Theory principles
NEXT STEPS
  • Retake Advanced Linear Algebra to achieve a grade of 80+
  • Self-study key topics in SVD and linear regression
  • Explore Real Analysis through Rudin's texts
  • Investigate advanced topics in Functional Analysis
USEFUL FOR

Physics students, mathematics majors, and anyone seeking to strengthen their understanding of linear algebra and its applications in advanced studies.

mcabbage
Messages
13
Reaction score
4
I'm a physics student who has the option to take some advanced math courses (Real analysis through Rudin and beyond, functional analysis if I have time, as well as algebra through Artin). I'm only just going into my second year this term, and will either be retaking linear algebra 2, or taking group theory.

I just completed advanced linear algebra (fundamental theorem, isomorphisms, principal axis, shurs theorem, spectral theorems, gram schmidt, SVD, quadratic forms, etc), and got between 55-60. Now this course is known for being tough: it often has a 20-25% failure rate and a class average in the low, low 60s (which is barely a C by Canadian scales).

I didn't manage my time properly and didn't study for a big chapter on applications (SVD, linear regression, minimization). To my bad luck, 30% or more of the final exam was based on those bits. If I had ground out an hour or two of practice computation questions I would have had a 70 in the course at the very least.

Luckily, my gpa is measured by percentage: It will only go down by 1% this term by my current estimate since I got an 89 in quantum physics 1, and I have the ability to raise it to somewhere in the 80s by the time i am applying to grad schools (which is enough for the schools I'm interested in according to most professors and students I talk to).

My main question is: Should I retake lin alg next term and try to get an 80+? I understand the content of the course on the pure math side, and I can almost definitely succeed in the following math courses. I just don't know whether it will look better to retake a course, or to go on and take the next one regardless.

Thanks for any advice!
 
Physics news on Phys.org
My two cents: Learn the material you were weak on by self-study and move on. But do not cut corners in understanding linear algebra. It is fundamental.
 
  • Like
Likes   Reactions: fresh_42
All are important for physicists:
  • real analysis
  • functional analysis
  • linear algebra 2
Group theory is a bit different. Beside the easy examples ##\mathbb{Z}\; , \;\mathbb{Z}_2\; , \;(\mathbb{R},+)\; , \;\mathcal{Sym}(n)## it are mainly the linear groups which are used in physics. But group theory often means theory of finite groups, and detailed knowledge about them is rarely required for a physicist. So if it was a lecture about linear group, geometric groups, algebraic groups or how ever the subgroups of ##GL(n,\mathbb{F})## are called, I would answer: good idea. But the few occasions you really need classical group theory in physics can be learned on demand (IMO) - orbit-stabilizer formula, normal subgroups, center, isomorphism theorems.
 

Similar threads

  • · Replies 2 ·
Replies
2
Views
2K
  • · Replies 11 ·
Replies
11
Views
4K
Replies
20
Views
3K
  • · Replies 9 ·
Replies
9
Views
4K
  • · Replies 6 ·
Replies
6
Views
5K
Replies
41
Views
7K
  • · Replies 16 ·
Replies
16
Views
2K
Replies
5
Views
2K
  • · Replies 11 ·
Replies
11
Views
3K
  • · Replies 5 ·
Replies
5
Views
3K