In this video I explore how to use a GPT model from the world’s simplest app anyone can write in Python. Along the way we will get additional insight into how these generative AI technologies work.
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โฌโฌโฌโฌโฌโฌ C H A P T E R S โฐ โฌโฌโฌโฌโฌโฌ
00:00 – Introduction
00:56 – Setup on our computer
06:51 – The Azure resources
09:32 – Creating a new hub
10:30 – Creating a new Azure OpenAI resource
11:42 – Adding connections to your hub
12:45 – Deploying a model
14:30 – Checking model availability
15:06 – View model key and endpoint
16:12 – Using the playground
18:55 – Three roles
24:34 – Creating our own GPT app
27:26 – How to authenticate to the AI service
31:57 – Role on the OpenAI resource
38:02 – Lack of memory problem
39:05 – Adding memory
39:47 – Adding list of dictionaries and system prompt
40:27 – Allow repeated user input
41:21 – Adding user input to the dictionary list
42:22 – Sending the list to the completion response
43:21 – Extracting just the message content in response
44:32 – Exit message
45:30 – Testing with message list
46:09 – Do we have full memory and context?
47:39 – Add assistant responses to list
48:54 – Tracking number of tokens
50:52 – Output the history at the end
51:14 – Total recall test
52:52 – Viewing model metrics
54:05 – Code review
55:31 – Summary of steps
56:43 – Next step challenge
58:17 – Use an orchestrator!
59:25 – Close
โฌโฌโฌโฌโฌโฌ K E Y L I N K S ๐ โฌโฌโฌโฌโฌโฌ
โบ Whiteboard:
๐ https://github.com/johnthebrit/RandomStuff/raw/master/Whiteboards/AIDevForNonDevs.png
โบ Example file:
๐ https://github.com/johnthebrit/RandomStuff/raw/master/AI/simpleGPT.py
โบ Azure AI Studio
๐ https://ai.azure.com/
โบ Python install
๐ https://www.python.org/downloads/
โบ Az CLI install
๐ https://learn.microsoft.com/cli/azure/install-azure-cli#install
โบ VS Code install
๐ https://code.visualstudio.com/download
โบ Models by region
๐ https://learn.microsoft.com/azure/ai-services/openai/concepts/models#model-summary-table-and-region-availability
โฌโฌโฌโฌโฌโฌ Want to learn more? ๐ โฌโฌโฌโฌโฌโฌ
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