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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292
살아 움직이는 머신러닝 파이프라인 설계
11.2
대화형
TFX
파이프라인을 프로덕션 파이프라인으로 변환하기
지금까지 예제에서는
TFX
파이프라인의 모든 컴포넌트를 노트북 스타일 환경이나
대화형 콘
텍스트
interactive
context
에서 실행하는 방법을 보여줬습니다. 노트북에서 파이프라인을 실행하려
면 이전 컴포넌트가 완료된 후 각 컴포넌트를 수동으로 실행해야 합니다. 파이프라인을 자동화
하려면 파이썬 스크립트를 작성해야 합니다. 파이썬 스크립트는 이 모든 구성 요소를 입력하지
않고도 실행할 수 있습니다.
다행히도, 우리는 이미 스크립트의 모든 부분을 알죠. 지금까지 살펴본 모든 파이프라인 컴포
넌트를 다음과 같이 요약합니다.
●
ExampleGen
사용하려는 데이터 원본에서 새 데이터를 수집합니다 (
3
장).
●
StatisticsGen
새 데이터의 요약 통계를 계산합니다 (
4
장).
●
SchemaGen
모델 유형과 범위뿐만 아니라 모델에 예상되는 피처를 정의합니다 (
4
장).
●
ExampleValidator
스키마에 대해 데이터를 확인하고 이상치를 플래그합니다 (
4
장).
●
Transform
모델이 예상하는 올바른 수치 표현으로 데이터를 전처리합니다 (
5
장).
●
Trainer
새 데이터에서 모델을 학습합니다 (
6
장).
●
Resolver
이전에 학습된 모델이 있는지 확인하고 비교를 위해 반환합니다 (
7
장).
●
Evaluator
평가 데이터셋에서 모델의 성능을 평가하고 이전
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O’Reilly covers everything we've got, with content to help us build a world-class technology community, upgrade the capabilities and competencies of our teams, and improve overall team performance as well as their engagement.Julian F.
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.