When did you guys really start to understand linear algebra?

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SUMMARY

The discussion centers on the understanding of linear algebra, particularly the transition from computational skills to conceptual comprehension. Participants emphasize the importance of grasping the abstract nature of vectors, vector spaces, and linear transformations. David Lay's textbook is noted as a foundational resource, while the integration of geometry from calculus II is highlighted as crucial for applying linear algebra in physics. The conversation underscores that mastering the geometric interpretation of linear algebra enhances both mathematical creativity and practical application in scientific contexts.

PREREQUISITES
  • Familiarity with vector spaces and linear transformations
  • Basic understanding of matrices and their properties
  • Knowledge of calculus, particularly plane geometry
  • Experience with David Lay's "Linear Algebra and Its Applications"
NEXT STEPS
  • Explore vector analysis from a linear algebra perspective
  • Study the geometric interpretation of linear transformations
  • Learn about the properties and applications of the cross product
  • Investigate advanced topics in vector spaces and their functions
USEFUL FOR

Students of mathematics, physics enthusiasts, and anyone seeking to deepen their understanding of linear algebra concepts and their applications in real-world scenarios.

bonfire09
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When did you guys really start to understand linear algebra? Like you understood why it worked and how it works instead of just "how." What did you read or do to get to that point. Reason why I'm asking is I got 4 weeks off and I'd really want to get better with linear algebra. I took one semester of it and all I did was computations with some proofs which were easy though. I learned out of David Lay's book but I feel that I don't understand why I'm doing things like vector spaces, basis, and linear transformations. To make my point more clear I don't see the bigger picture.
 
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It took me maybe 2 months to understand the bigger picture, I know exactly what you mean. I realized that linear algebra is basically just the abstract study of vectors. Vectors can be represented as matrices, which have many different properties, etc.. The most important part (for physics) that I learned was actually part of my calculus II sequence, which included plane geometry.

I don't know if you've already gotten into vector analysis, but learning this subject from a linear algebra perspective is very rewarding. Learning the geometry and mathematical manipulation of objects such as lines and planes is crucial for physics. Applications and worth make themselves relevant here.Linear algebra, however, is still taught as pure mathematics subject. The pure math comes out in studying operations, particularly linear operations, on mathematical objects such as vectors and matrices. Since the fulfillment of all these operations creates a vector space, we can define an abstract set of functions or vectors on this "space". For example, we know that every vector in R3 can be represented as a linear combination of the 3 perpendicular unit vectors. This leads to the study of the cross product and how perpendicular vectors can be made or represented in the first place. Understanding concepts such as these, from a mathematically rigorous linear algebra perspective, helps give creativeness to the concept and can also be useful in physics (since we also use coordinate systems). It's very abstract, but it's pure math!
 

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