Further Details

Title: Essential Math for AI
Condition: New
Subtitle: Next-Level Mathematics for Efficient and Successful AI Systems
EAN: 9781098107635
ISBN: 9781098107635
Publisher: O'Reilly Media
Format: Paperback
Release Date: 17/01/2023
Description: Companies are scrambling to integrate AI into their systems and operations. But to build truly successful solutions, you need a firm grasp of the underlying mathematics. This accessible guide walks you through the math necessary to thrive in the AI field such as focusing on real-world applications rather than dense academic theory.Engineers, data scientists, and students alike will examine mathematical topics critical for AI--including regression, neural networks, optimization, backpropagation, convolution, Markov chains, and more--through popular applications such as computer vision, natural language processing, and automated systems. And supplementary Jupyter notebooks shed light on examples with Python code and visualizations. Whether you're just beginning your career or have years of experience, this book gives you the foundation necessary to dive deeper in the field.Understand the underlying mathematics powering AI systems, including generative adversarial networks, random graphs, large random matrices, mathematical logic, optimal control, and moreLearn how to adapt mathematical methods to different applications from completely different fieldsGain the mathematical fluency to interpret and explain how AI systems arrive at their decisions
Language: English
Country/Region of Manufacture: US
Item Height: 233mm
Item Length: 178mm
Author: Hala Nelson
Genre: Computing & Internet
Topic: Science Nature & Math
Release Year: 2023

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