September 2024
Beginner to intermediate
364 pages
8h 27m
Korean
Content preview from 머신러닝 인터뷰 실무 가이드
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194
머신러닝 인터뷰 실무 가이드
화 학습, 자연어 처리, 생성형
AI
등이 있습니다. 머신러닝 과업 선택에 대한 간략한 개요는
[그림
4
-
4
]에 나와 있습니다. 목표와 사용 가능한 (또는 확보할 계획인 ) 데이터를 파악하면
초기의 과업 선택에 도움이 됩니다. 예를 들면 레이블이 지정된 데이터의 유무나 대상 변수
가 연속형인지 범주형인지에 따라 다른 유형의 머신러닝 과업이 더 적합할 수 있습니다.
데이터
실측 레이블을
갖고 있는가
그렇다
지도 학습
연속적인
과업 또는 범주형
과업
분류 회귀
비지도 학습
(예: 클러스터링)
강화 학습
아니다
그림
4-4
머신러닝 과업 선택 과정을 단순하게 표현한 플로우차트
모델 선택 개요
머신러닝 과업에 대한 아이디어를 가지고 있으니, 이제 모델 선택 단계로 넘어가 보겠습니
다. 이 과정은 반복적이므로 한 번에 결론이 나지는 않습니다. 하지만, 시작점으로서 하나 또
195
CHAPTER 04
기술 인터뷰: 모델 학습 및 평가
는 몇 개의 모델을 선택해야 합니다. 인터뷰에서는 특정 알고리즘 또는 모델을 선택한 이유
에 대해 질문을 받게 되며, 단순한 직감만으로는 좋은 답변을 ...
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and much more.
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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.