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Practical Linear Algebra for Data ScienceAll Indian Reprints of O'Reilly are Printed in Grayscale. If you want to work in any computational or technical field, you need to understand linear algebra. As the study of matrices and operations acting upon them, linear algebra is the mathematical basis of nearly all algorithms and analyses implemented in computers. But the way it's presented in decades old textbooks is much different from how professionals use linear algebra today to solve real
All Indian Reprints of O'Reilly are Printed in Grayscale.If you want to work in any computational or technical field, you need to understand linear algebra. As the study of matrices and operations acting upon them, linear algebra is the mathematical basis of nearly all algorithms and analyses implemented in computers. But the way it's presented in decades-old textbooks is much different from how professionals use linear algebra today to solve real-world modern applications.This practical guide from Mike X Cohen teaches the core concepts of linear algebra as implemented in Python, including how they're used in data science, machine learning, deep learning, computational simulations, and biomedical data processing applications. Armed with knowledge from this book, you'll be able to understand, implement, and adapt myriad modern analysis methods and algorithms. Ideal for practitioners and students using computer technology and algorithms, this book introduces you to: The interpretations and applications of vectors and matrices Matrix arithmetic (various multiplications and transformations) Independence, rank, and inverses Important decompositions used in applied linear algebra (including LU and QR) Eigendecomposition and singular value decomposition Applications including least-squares model fitting and principal components analysisShipping Notes
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4.2 ★★★★★
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Product Reviews
★★★★★ 5
Entertaining, imformative, important and compassionate
Format: Hardcover
I bought this book thinking (1), it'll be easy to consume, (2) I'll learn something about Canadian culture, (3) it'll at some point shed a light on the environmental harms that oil drilling causes, and (4) there'll be a redeeming ending. I was right about (2) and (3). Easy to consume? Not as easy as I thought and whether or not the ending is redeeming, the author Beaton leaves to the reader to determine. It is autobiographical based on the author's experiences, and she does go on after her experiences to become a renowned author/cartoonist. However, one questions whether these experiences, that were part of her path to get there, justify the means, and there is no overarching message that wraps everything up neatly "in a bow".
This book was even more important that I anticipated it to be and while it does speak to certain aspects of Canadian culture (mostly regional), the lessons can be applied beyond that context. My favorite aspects of the book were that it addressed difficult topics with humanity and compassion and even though this topics are intellectually and emotionally difficult, the medium is easier to consumer than perhaps other mediums. Highly recommend.
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Reviewed in the United States on June 1, 2024
★★★★★ 4
Fascinating story and great graphics
Format: Hardcover
Fascinating story of a young girl from Nova Scotia working in the oil sands in a male dominated work force. Great graphics.
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Reviewed in the United States on March 9, 2024
★★★★★ 5
Great No Fuss Service
Format: Hardcover
Product as advertised and on time.
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Reviewed in the United States on May 10, 2026
★★★★★ 5
Compelling - Beautifully done
Format: Kindle
I was surprised how much I enjoyed reading this. Ms Beaton has done an amazing job of storytelling.
So thankful for the recommendation from John Warner - The “BibliOracle” of the Chicago Tribune.
Several male members of my family worked in the Tar Sands projects over the last 30 years - mostly on Oil Exploration and the crew management side. But rumors about the rough environment were confirmed in this book. Reading this explains why one important family marriage failed from the “Wild West” behavior that took place there.
As Ms Beaton acknowledged, this work provided important income for those who worked the Tar Sands projects. My family included.
But the harm to the First Nations People and the environment are just terribly, horribly sad.
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Reviewed in the United States on December 17, 2022
★★★★★ 5
A human story of how our society operates
Format: Kindle
There's a lot of terms you could use to describe the themes in this book. Capitalism, patriarchy, settler-colonialism, climate change but the book doesn't need to throw these terms around. It just shows them through the eyes of a person who experienced them. There's also a feeling of "there but by the grace of god go I" having been tempted by the possibility of oil work myself during the Great Recession. The story of how our drive for oil eats at our humanity is vital and helps show the cost of how we've structured our society at a personal level. At times funny, heartwarming, and tragic, a fantastically written and drawn work that I have to highly recommend!
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Reviewed in the United States on February 18, 2023