October 2021
Beginner to intermediate
416 pages
9h 3m
Korean
Content preview from 살아 움직이는 머신러닝 파이프라인 설계: 텐서플로와 함께하는 머신러닝 프로젝트 자동화
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4
베타리더의 글
머신러닝 실무 환경에서는 학습 대상 데이터가 새롭게 추가되거나, 형식이 바뀌는 경우가 많
습니다. 원본 데이터가 변경되면 전처리나 모델링 등 뒷단 업무도 따라서 수정되어야 합니다.
따라서 많은 기들이 데이터 수집부터 검증, 전처리, 학습, 분석, 배포에 이르는 머신러닝 전
단계를 일원화하려 합니다. 머신러닝 파이프라인을 구축하여 자동화하는 거죠. 이 책에서는
TFX
TensorFlow
Extended
와 관련 생태계를 이용하여 머신러닝 파이프라인을 구축해봅니다. 데이터
전처리와 모델링 외에 머신러닝 실무의 큰 그림을 알고 싶은 사람은 꼭 읽어볼 만한 책입니다.
이요셉, 지나가던 IT인
딥러닝 모델의 성능을 높이는 것 이상으로 학습한 모델을 실제 서비스에 적용할 때 지침서가
되어줄 책입니다. 데이터 파이프라인의 데이터 버저닝부터 전처리, 수집, 분포 관리까지 엔지
니어의 수고를 최소한으로 줄이면서 엔지니어가 중요한 일에 집중할 수 있도록 만들어주는 다
양한 기법을 알려줍니다. 실제 서비스 환경에서 사용할 수 있는
TFX
기반의 데이터 파이프라
인부터 서빙까지 따라 해보면서 공부하기 정말 좋은 책입니다.
손규빈, 연구소 엔지니어
머신러닝 기술을 실무에 적용하고 지속적인 제품을 만들기 위해 반드시 파이프라인 구축이 고
려되어야 합니다. 데이터의 버저닝, ...
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I wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.Addison B.
I’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.Amir M.
I'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.