[PDF/ePUB] Before Machine Learning Volume 1

Before Machine Learning Volume 1 - Linear Algebra image

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Why:Linear algebra is a fundamental topic for anyone working in machine learning, and it plays a critical role in understanding the inner workings of algorithms and data models. In this book, you’ll learn how to apply linear algebra to real-world problems and gain a deep understanding of the concepts that drive machine learning.What is different:What sets this book apart is its different approach to teaching. Rather than presenting abstract mathematical concepts in isolation, the content is structured like a story with real-life examples that illustrate the practical applications of linear algebra. It is written in a conversational style as if you were having a one-on-one conversation with me, and the structure resembles a story.To whom:Whether you’re a beginner or an experienced practitioner, this book will help you master the essentials of linear algebra and build a solid foundation for your machine-learning journey. It assumes no prior knowledge of linear algebra, making it perfect for beginners. However, it also includes advanced concepts, making it a valuable resource for more experienced learners.What's inside:This book covers all the essential topics in linear algebra, from vectors and matrices to eigenvalues and eigenvectors. It also includes in-depth discussions of applications of linear algebra, such as principal component analysis, and single-value decomposition.Vectors addition.Multiplication of a vector by a scalar.The dot product.Vectors spaces, linear combinations, linear independence, and basis.Change of basis.Matrix and vector multiplication as well as Matrix matrix multiplication.Outer products.The inverse of a matrix.The Determinante.Systems of linear equations.Eigenvectors and eigenvalues.Eigen decomposition.The single value decomposition.The principal component analysis.

✔ Author(s):
✔ Title: Before Machine Learning Volume 1 - Linear Algebra
✔ Rating : 4.5 out of 5 base on (29 reviews)
✔ ISBN-10: B0BZFC96J2
✔ Language: English
✔ Format ebook: PDF, EPUB, Kindle, Audio, HTML and MOBI
✔ Device compatibles: Android, iOS, PC and Amazon Kindle

Readers' opinions about Before Machine Learning Volume 1 by Jorge Brasil

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Scarlett Wallace
Get lost in a fantastical realm where magic and adventure await at every turn. The author's imaginative world-building and captivating narrative draw you in from the start. Engaging characters and thrilling quests make for an exciting read. The plot twists and turns keep you hooked until the very end. It's a book that sparks the imagination and takes you on a wild ride. Perfect for fans of fantasy.
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Miah English
Experience the profound impact of art and creativity in this beautifully written novel. The author's evocative writing and compelling characters bring the story to life. Each chapter explores the transformative power of art with sensitivity and depth. The plot is both thought-provoking and emotionally resonant. It's a narrative that celebrates the beauty of human expression. Ideal for readers who appreciate stories about art and inspiration.
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Brandace Franklin
Explore the transformative power of travel and adventure in this inspiring memoir. The author's vivid descriptions and engaging writing make you feel like you're right there with them. Each chapter offers new insights into different cultures and landscapes. The narrative is both informative and deeply personal, sharing the highs and lows of the journey. It's a story that inspires wanderlust and personal growth. Perfect for those who love travel stories.


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