本課程針對評估生成式和預測式 AI 模型，向機器學習從業人員介紹相關的基礎工具、技術和最佳做法。模型評估是機器學習的重要領域，確保這類系統能在正式環境中提供可靠、準確且成效優異的結果。
學員將深入瞭解多種評估指標與方法，以及適用於不同模型類型和工作的應用方式。此外，也會特別介紹生成式 AI 模型帶來的獨特難題，並提供有效的應對策略。透過 Google Cloud Vertex AI 平台，學員將瞭解在模型挑選、最佳化和持續監控方面，該如何導入穩健的評估程序。
MLOps with Vertex AI: Model Evaluation - 繁體中文
MLOps with Vertex AI: Model Evaluation - 繁體中文
Instructor: Google Cloud Training
Access provided by New York State Department of Labor
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
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
瞭解預測式 AI 與生成式 AI 模型評估作業之間的細微差異，以及評估作業在 MLOps 生命週期的重要性。
為不同生成式 AI 工作找出並套用合適的評估指標。
利用豐富的 Vertex AI 評估服務，有效衡量生成式 AI，包括以運算資源和模型為基礎的方法。
導入最佳做法來評估大型語言模型，確保部署於正式環境的模型穩固可靠。
Details to know
Shareable certificate
Add to your LinkedIn profile
Assessments
2 assignments
Taught in Chinese (Traditional)
Recently updated!
January 2025
See how employees at top companies are mastering in-demand skills
Earn a career certificate
Add this credential to your LinkedIn profile, resume, or CV
Share it on social media and in your performance review
There are 4 modules in this course
本單元介紹課程目標，並概要說明課程結構。
What's included
1 video
本單元介紹評估模型時會遇到的難題，以及 Vertex AI 提供的解決方案。
What's included
3 videos1 reading1 assignment
本單元說明評估生成式 AI 工作時會出現的難題，以及克服這些難題的最佳做法。此外，也會介紹 Vertex AI 提供的多種模型評估服務，以及 Vertex AI 自動化指標、自動並排比較和安全偏誤評估服務。
What's included
7 videos1 reading1 assignment
本單元介紹最重要的概念、工具、技術和產品，概要說明整個課程內容。
What's included
1 video
Instructor
Offered by
Why people choose Coursera for their career
Felipe M.
Learner since 2018
"To be able to take courses at my own pace and rhythm has been an amazing experience. I can learn whenever it fits my schedule and mood."
Jennifer J.
Learner since 2020
"I directly applied the concepts and skills I learned from my courses to an exciting new project at work."
Larry W.
Learner since 2021
"When I need courses on topics that my university doesn't offer, Coursera is one of the best places to go."
Chaitanya A.
"Learning isn't just about being better at your job: it's so much more than that. Coursera allows me to learn without limits."
Recommended if you're interested in Computer Science
Google Cloud
Google Cloud
Google Cloud
Google Cloud
Open new doors with Coursera Plus
Unlimited access to 10,000+ world-class courses, hands-on projects, and job-ready certificate programs - all included in your subscription
Advance your career with an online degree
Earn a degree from world-class universities - 100% online
Join over 3,400 global companies that choose Coursera for Business
Upskill your employees to excel in the digital economy