Enterprise AI Development with GitHub Models and Azure

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Rob Bos

2:23:38

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01 - Introduction

01 - AI with GitHub Models.mp4

01:10

02 - 1. LLM Introduction

01 - What is an LLM.mp4

05:29

02 - Tokenization.mp4

02:34

03 - Model sizes.mp4

02:01

04 - Limits of GitHub Models.mp4

03:29

05 - Content filters.mp4

01:48

06 - Prompting an LLM.mp4

04:46

07 - Different AI interaction modals.mp4

04:13

03 - 2. Exploring the GitHub Marketplace

01 - Overview of the marketplace.mp4

03:08

02 - Exploring models on the marketplace.mp4

01:09

03 - Tags.mp4

03:25

04 - Model details.mp4

03:03

05 - Supported languages and SDKs.mp4

01:35

04 - 3. Using the Playground

01 - Exploring the playground.mp4

07:36

02 - Running the examples locally.mp4

09:08

03 - What is a GitHub Codespace.mp4

05:02

04 - Getting started inside a GitHub Codespace.mp4

03:53

05 - 4. Get Started with Implementation

01 - Completions, streaming, and multi-turn.mp4

07:41

02 - Embeddings and functions.mp4

07:44

03 - Exploring the Jupyter Notebook examples.mp4

04:05

04 - Retrieval-augmented generation.mp4

06:45

05 - Data extraction transformation.mp4

07:16

06 - 5. Deploying to Azure

01 - Architectural overview.mp4

10:09

02 - Rolling out Azure resources.mp4

17:17

03 - Validating the solution with the Azure resources.mp4

05:34

07 - 6. Production

01 - Monitoring your solution in production.mp4

04:20

02 - Setting up rate limits.mp4

04:11

08 - Conclusion

01 - Responsible AI.mp4

05:07

Description

GitHub Models is a great place for developers to experiment with large language models (LLMs), especially if you’re an Azure developer who’s looking to test an idea or prototype an application. Integrating GitHub Models with Azure allows you to move logic back and forth as you work through each phase of a project. In this course, instructor Rob Bos shows you how to create prototypes and development paths in GitHub Models and then scale them for deployment in Azure. Along the way, gather insights to help you leverage the power of planning and practice, shifting your attention away from the more constrained options of GitHub Models to the more open and flexible features offered by Azure. This course is an ideal fit for Azure developers looking for a quick start guide to GitHub Models.

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Microsoft Azure

Rob Bos

Instructor's Courses

Giving teams the opportunity to grow and deliver value, by bringing down hurdles and empowering engineers. GitHub focused. Trainer, Speaker, Consultant.

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