Posted by 
By Philip N. Klein
An interesting creation to vectors and matrices and the algorithms that function on them, meant for the coed who understands tips on how to software. Mathematical suggestions and computational difficulties are influenced by means of functions in laptop technological know-how. The reader learns by means of doing, writing courses to enforce the mathematical thoughts and utilizing them to hold out initiatives and discover the functions. Examples comprise: error-correcting codes, alterations in snap shots, face detection, encryption and secret-sharing, integer factoring, elimination viewpoint from a picture, PageRank (Google's rating algorithm), and melanoma detection from telephone beneficial properties. A significant other internet site,
codingthematrix.com
provides info and aid code. lots of the assignments could be auto-graded on-line. Over 200 illustrations, together with a range of appropriate xkcd comics.
Chapters: The functionality, the sector, The Vector, The Vector area, The Matrix, the foundation, size, Gaussian removal, the interior Product, distinct Bases, The Singular worth Decomposition, The Eigenvector, The Linear software
Read or Download Coding the Matrix: Linear Algebra through Applications to Computer Science PDF
Similar computer science books
Designed to provide a breadth first assurance of the sphere of desktop technological know-how.
Each one version of advent to information Compression has generally been thought of the simplest advent and reference textual content at the paintings and technology of information compression, and the fourth variation keeps during this culture. info compression ideas and expertise are ever-evolving with new purposes in picture, speech, textual content, audio, and video.
Pcs as elements: ideas of Embedded Computing procedure layout, 3e, provides crucial wisdom on embedded structures expertise and methods. up to date for today's embedded platforms layout equipment, this variation good points new examples together with electronic sign processing, multimedia, and cyber-physical platforms.
Computation and Storage in the Cloud: Understanding the Trade-Offs
Computation and garage within the Cloud is the 1st finished and systematic paintings investigating the problem of computation and garage trade-off within the cloud to be able to decrease the final program expense. medical purposes tend to be computation and knowledge extensive, the place complicated computation projects take decades for execution and the generated datasets are frequently terabytes or petabytes in measurement.
Extra info for Coding the Matrix: Linear Algebra through Applications to Computer Science
Sample text
Z}, and let’s assign probabilities according to how likely you are to draw each letter at the beginning of a Scrabble game. Here is the number of tiles with each letter in Scrabble: A E I M Q U Y 9 12 9 2 1 4 2 B F J N R V Z 2 2 1 6 6 2 1 C G K O S W 2 3 1 8 4 2 D H L P T X 4 2 1 2 6 1 The likelihood of drawing an R is twice that of drawing a G, thrice that of drawing a C, and six times that of drawing a Z. We need to assign probabilities that are proportional to these 14 CHAPTER 0. THE FUNCTION likelihoods.
In Python, >>> Pr = {('H', 'H'):1/4, ('H', 'T'):1/4, ('T','H'):1/4, ('T','T'):1/4} Nonuniform distributions In more complicated situations, different outcomes have different probabilities. 4: Let Ω = {A, B, C, . . , Z}, and let’s assign probabilities according to how likely you are to draw each letter at the beginning of a Scrabble game. Here is the number of tiles with each letter in Scrabble: A E I M Q U Y 9 12 9 2 1 4 2 B F J N R V Z 2 2 1 6 6 2 1 C G K O S W 2 3 1 8 4 2 D H L P T X 4 2 1 2 6 1 The likelihood of drawing an R is twice that of drawing a G, thrice that of drawing a C, and six times that of drawing a Z.
For (character,actor) in zip(characters,actors)] ['Neo is played by Keanu', 'Morpheus is played by Laurence', 'Trinity is played by Carrie-Anne'] 36 CHAPTER 0. 19: Assign to L the list consisting of the first five letters ['A','B','C','D','E']. Next, use L in an expression whose value is [(0, ’A’), (1, ’B’), (2, ’C’), (3, ’D’), (4, ’E’)] Your expression should use a range and a zip, but should not use a comprehension. 20: Starting from the lists [10, 25, 40] and [1, 15, 20], write a comprehension whose value is the three-element list in which the first element is the sum of 10 and 1, the second is the sum of 25 and 15, and the third is the sum of 40 and 20.