work on outlines

Author: crpietschmann

02_Overview_Azure_OpenAI/README.md

@@ -1 +1,8 @@
 # Overview of Azure OpenAI
+
+Azure OpenAI is a collaboration between Microsoft Azure and OpenAI, a leading research organization in artificial intelligence. It is a cloud-based platform that enables developers and data scientists to build and deploy AI models quickly and easily. With Azure OpenAI, users can access a wide range of AI tools and technologies to create intelligent applications, including natural language processing, computer vision, and deep learning.
+
+Azure OpenAI is designed to accelerate the development of AI applications, allowing users to focus on creating innovative solutions that deliver value to their organizations and customers.
+
+https://microsoft.github.io/PartnerResources/azure/data-analytics-ai/openai
+

03_Overview_AI_Concepts/README.md

@@ -1,7 +1,31 @@
 # Overview of the following concepts (summaries with reference links):
 
-- Large Language Models (LLM)
-- Standard patterns (RAG, CoT, ReAct, etc.)
-- Vectorization and vector search
-  - What are you trying to solve with finding relevant data through vector search?
-- Prompt engineering
+
+## Large Language Models (LLM)
+
+## Standard Patterns
+
+### RAG
+
+https://learn.microsoft.com/en-us/azure/search/retrieval-augmented-generation-overview
+
+### CoT
+
+https://learn.microsoft.com/en-us/azure/ai-services/openai/concepts/advanced-prompt-engineering?pivots=programming-language-chat-completions#chain-of-thought-prompting
+
+### ReAct
+
+### Others?
+
+https://learn.microsoft.com/en-us/azure/ai-services/openai/concepts/advanced-prompt-engineering?pivots=programming-language-chat-completions#provide-grounding-context
+
+
+## Vectorization and Vector Search
+
+What are you trying to solve with finding relevant data through vector?
+
+## Prompt Engineering
+
+https://learn.microsoft.com/en-us/azure/ai-services/openai/concepts/prompt-engineering
+
+https://learn.microsoft.com/en-us/semantic-kernel/prompt-engineering/

06_Explore_OpenAI_models/README.md

@@ -1,8 +1,17 @@
 # Explore the Azure OpenAI models and endpoints (console app)
 
-- Selecting an LLM
-- Explore and use models from code
-    - Completions
-    - Chat completions
-- Do I use an out-of-the-box model or a fine-tuned model?
-- Use the embeddings model to vectorize data
+## Selecting an LLM
+
+https://learn.microsoft.com/en-us/semantic-kernel/prompt-engineering/llm-models
+
+
+## Explore and use models from code
+
+- Completions
+- Chat completions
+
+
+
+## Do I use an out-of-the-box model or a fine-tuned model?
+
+## Use the embeddings model to vectorize data

09_Chatbot_API/README.md

@@ -1,5 +1,8 @@
 # Complete the chatbot API
 
-- Select an orchestration framework
-- Update the starter project to implement the Azure Cosmos DB for MongoDB database for chat history
-- Implement Azure OpenAI for embeddings and completions
+
+## Select an orchestration framework
+
+## Update the starter project to implement the Azure Cosmos DB for MongoDB database for chat history
+
+## Implement Azure OpenAI for embeddings and completions