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Be taught the talents essential to design, construct, and deploy functions powered by machine studying (ML). By way of the course of this hands-on guide, you’ll construct an instance ML-driven software from preliminary concept to deployed product. Information scientists, software program engineers, and product managers―together with skilled practitioners and novices alike―will be taught the instruments, finest practices, and challenges concerned in constructing a real-world ML software step-by-step.
Creator Emmanuel Ameisen, an skilled knowledge scientist who led an AI training program, demonstrates sensible ML ideas utilizing code snippets, illustrations, screenshots, and interviews with business leaders. Half I teaches you the best way to plan an ML software and measure success. Half II explains the best way to construct a working ML mannequin. Half III demonstrates methods to enhance the mannequin till it fulfills your unique imaginative and prescient. Half IV covers deployment and monitoring methods.
This guide will aid you:
Outline your product objective and arrange a machine studying drawback Construct your first end-to-end pipeline shortly and purchase an preliminary dataset Prepare and consider your ML fashions and handle efficiency bottlenecks Deploy and monitor your fashions in a manufacturing atmosphere
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Writer : O’Reilly Media
Publication date : Feb. 25 2020
Version : 1st
Language : English
Print size : 257 pages
ISBN-10 : 149204511X
ISBN-13 : 978-1492045113
Merchandise weight : 1.05 kg
Dimensions : 17.78 x 1.4 x 23.34 cm
Greatest Sellers Rank: #241,109 in Books (See Prime 100 in Books) #39 in Pc Imaginative and prescient & Sample Recognition #46 in Machine Principle #52 in Algorithms Textbooks
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