MATH 345: Linear Algebra and Optimization

Portions of Units 1, 2, 4, 7, and related exercises are adapted from W. Keith Nicholson, Linear Algebra with Applications, curated on LibreTexts from Lyryx source content, licensed under CC BY-NC-SA 4.0. Changes include reordering, rewriting, changes in notation, added examples, added learning outcomes, and added applications.

Portions of Units 1, 3, 5, 6, and related exercises are adapted from OpenStax, Calculus Volume 3, by Gilbert Strang and Edwin “Jed” Herman, licensed under CC BY-NC-SA 4.0. Access for free at OpenStax.

OpenStax Calculus Volume 3 image attributions. “calc3-fig-3-4.png” is from OpenStax Figure 3.4; “calc3-fig-4-14.png” is from OpenStax Figure 4.14; “calc3-fig-4-15.png” is from OpenStax Figure 4.15; “calc3-fig-4-17.png” is from OpenStax Figure 4.17; “calc3-fig-4-27.png” is from OpenStax Figure 4.27; “calc3-fig-4-41.png” is from OpenStax Figure 4.41; and “calc3-fig-4-48.png” is from OpenStax Figure 4.48. These figures are by Edwin “Jed” Herman and Gilbert Strang, Calculus Volume 3, OpenStax, © 2018 Rice University, licensed under CC BY-NC-SA 4.0.

Additional image attributions. “Colored neural network.svg” by Glosser.ca, derivative of “Artificial neural network.svg”, appears in Wikipedia’s “Neural network (machine learning)” article and is licensed under the Creative Commons Attribution-Share Alike 3.0 Unported license. “Transformer, full architecture.png” by dvgodoy appears in Wikipedia’s “Transformer (deep learning architecture)” article and is licensed under the Creative Commons Attribution 4.0 International license.