September 2024
Beginner to intermediate
364 pages
8h 27m
Korean
Content preview from 머신러닝 인터뷰 실무 가이드
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296
머신러닝 인터뷰 실무 가이드
인터뷰어 관점에서의 팁
다음은 심층 기술 인터뷰 질문에 답할 때 염두에 두어야 할 중요한 사항들입니다.
시스템의 트레이드오프를 정당화하고 이해해야 합니다.
왜
BERT
-
uncased
가 아닌
BERT
-
cased
를 선택했나요? 기본적인
Q
-러닝 알고리즘 대신
DQN
을 또는 그 반대를 선택한 이유는 무엇인가요? 해당 시기에 진행했던 분석이나 벤치마크를 준비해서 여
러분이 과거에 했던 결정에 대한 근거를 주장하세요.
담당한 주요 구성 요소에 대한 깊은 이해가 필요합니다.
모델 학습을 담당했다면, 해당 알고리즘의 내부 메커니즘은 물론이고 그 수학적 근거에 대해서도 설명
할 준비가 되어 있어야 합니다. 예를 들어, 저는 협업 필터링의 맥락에서 행렬 분해를 사용한 프로젝트
경험 때문에, 행렬 분해가 어떻게 작동하는지 설명해야 할 상황이 있었습니다.
MLE
역할에서 배포 인
프라를 담당했다면 운영 측면의 세부 사항에 대해 더 자세히 설명할 수 있어야 합니다.
코딩 과제 팁
가끔 회사들은 후보자가 집에서 해볼 수 있는 과제나 평가를 제공하기도 합니다. 이런 과제
들은 자동으로 채점되며, 후보자는 통과하거나 떨어질 수 있습니다. 그리고 단순히 과제만으
로 후보자를 판단하는 것이 아니라, 후보자가 자신의 솔루션을 인터뷰어에게 설명하며 진행 ...
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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.