이 과정은 머신러닝 실무자에게 생성형 AI 모델과 예측형 AI 모델을 평가하는 데 필요한 도구, 기술, 권장사항을 제공합니다. 모델 평가는 프로덕션 단계의 ML 시스템이 안정적이고 정확하고 성능이 우수한 결과를 제공할 수 있게 하는 중요한 분야입니다.
MLOps with Vertex AI: Model Evaluation - 한국어
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Gain insight into a topic and learn the fundamentals.
Intermediate level
Some related experience required
1 hour to complete
Flexible schedule
Learn at your own pace
What you'll learn
예측형 AI와 생성형 AI의 모델 평가가 무엇이 다른지 이해하고 MLOps 수명 주기에서 모델 평가의 중요한 역할을 인식합니다.
다양한 생성형 AI 작업에 적합한 평가 측정항목을 파악하고 적용합니다.
계산 기반 방법과 모델 기반 방법을 비롯해 Vertex AI의 다양한 평가 서비스를 사용하여 효과적으로 생성형 AI를 평가합니다.
프로덕션 환경에서 강력하고 안정적으로 모델을 배포할 수 있도록 LLM 평가 권장사항을 실현합니다.
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January 2025
Assessments
2 assignments
Taught in Korean
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There are 4 modules in this course
이 모듈에서는 과정의 목표를 설명하고 과정 구조의 개요를 제공합니다.
What's included
1 video
이 모듈에서는 모델 평가의 문제와 Vertex AI에서 제공하는 솔루션을 소개합니다.
What's included
3 videos1 reading1 assignment
이 모듈에서는 생성형 AI 작업 평가의 문제와 이러한 문제를 해결하기 위한 권장사항을 설명합니다. 또한 Vertex AI에서 사용할 수 있는 다양한 유형의 모델 평가 서비스를 살펴보고 Vertex AI의 자동 측정항목, 자동 정렬(AutoSxS), 안전 편향 평가 서비스를 소개합니다.
What's included
7 videos1 reading1 assignment
이 모듈에서는 가장 중요한 개념, 도구, 기술, 제품을 살펴보면서 전체 과정을 요약합니다.
What's included
1 video
Instructor
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Frequently asked questions
Yes, you can preview the first video and view the syllabus before you enroll. You must purchase the course to access content not included in the preview.
If you decide to enroll in the course before the session start date, you will have access to all of the lecture videos and readings for the course. You’ll be able to submit assignments once the session starts.
Once you enroll and your session begins, you will have access to all videos and other resources, including reading items and the course discussion forum. You’ll be able to view and submit practice assessments, and complete required graded assignments to earn a grade and a Course Certificate.