Model Optimization in Microsoft Foundry: Deployment and Evaluations
Validate and launch your customized models seamlessly using Microsoft Foundry! In this installment, we tackle what happens after the training is complete. You'll learn how to deploy fine-tuned models effectively, manage long-term inference costs, and rigorously evaluate your model's performance post-training using a custom grader logic to ensure production-grade reliability.
00:03 Welcome and scenario
00:52 Post-training evaluation
01:20 Demo: Using a custom grader for evaluations
03:35 Cost management
05:50 Model deployment
Microsoft Foundry - https://aka.ms/foundry-ft
Foundry Finetuning Demos on GitHub - https://aka.ms/ft-demos
Azure OpenAI Fintuning Costs: https://aka.ms/aoai-ft-cost
Bethany Jepchumba, Twitter/X - https://twitter.com/bethanyjep
Bethany Jepchumba, LinkedIn - https://www.linkedin.com/in/bethany-jep/
Bethany Jepchumba, GitHub - https://github.com/bethanyjep
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Chapters (5)
0:03
Welcome and scenario
0:52
Post-training evaluation
1:20
Demo: Using a custom grader for evaluations
3:35
Cost management
5:50
Model deployment
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Tutor Explanation
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