Foundational Model Use Cases

Foundational Models

Requirements

• Python 3.7-3.10
• Create notebooks\.env file

OPENAI_URI=https://<NAME>.openai.azure.com/
OPENAI_KEY=<API_KEY>
OPENAI_VERSION=2023-07-01-preview
OPENAI_GPT_DEPLOYMENT=<GPT_DEPLOYMENT_NAME>
OPENAI_ADA_DEPLOYMENT=<ADA_DEPLOYMENT_NAME>

• Open a Notebook and click play on the cells

Common Use Cases

• Summarization & Risk Analysis
  • Get a contract, summarize it, and identify the risks.
• Recommendation system
  • Recommend from an up-to-date list of restaurants
• Language Translation
  • Translate technical text from a target to a source language
• Content generation and Personalization
  • Generate a sales car description
• Intent and entities - A LUIS-like scenario
  • Find the user's intent and entities
• Sentiment Analysis - Zero Shot
  • Sentiment Analysis
• Scoring - Zero Shot
  • Scoring
• Classification
  • Classification
• RAG Pattern without a vector database
  • Provide the container and answer the question based only on the provided content.