中This course equips machine learning practitioners with the essential tools, techniques, and best practices for evaluating both generative and predictive AI models. Model evaluation is a critical discipline for ensuring that ML systems deliver reliable, accurate, and high-performing results in production.
Machine Learning Operations with Vertex AI: Model Evaluation
您将学到什么
Understand the nuances of model evaluation in both predictive and generative AI, recognizing its crucial role within the MLOps lifecycle.
Identify and apply appropriate evaluation metrics for different generative AI tasks.
Efficiently evaluate generative AI with Vertex AI's diverse evaluation services, including both computation-based and model-based methods.
Implement best practices for LLM evaluation, to ensure robust and reliable model deployment in production environments.
您将获得的技能
要了解的详细信息
可分享的证书
添加到您的领英档案
作业
2 项作业
授课语言：英语（English）
了解顶级公司的员工如何掌握热门技能
该课程共有4个模块
This module covers the course objectives and provides an overview of the course structure.
涵盖的内容
1个视频
This module introduces model evaluation challenges and solution offerings by Vertex AI.
涵盖的内容
3个视频1篇阅读材料1个作业
This module describes challenges of evaluating the Generative AI tasks and best practices to overcome these challenges. The module also covers the different types of model evaluation services available in Vertex AI and then introduces Vertex AI Automatic Metrics, Automatic Side by Side and Safety Bias evaluation services.
涵盖的内容
7个视频1篇阅读材料1个作业
This module provides a summary of the entire course by covering the most important concepts, tools, technologies, and products.
涵盖的内容
1个视频
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常见问题
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.
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