🤖 Large Language Models

What are Large Language Models?

Large Language Models (LLMs) are AI systems trained on vast amounts of text data to understand and generate human-like text. They power applications like chatbots, code generation, and content creation.

🧠 Core Concepts

Transformers

Neural network architecture behind modern LLMs

Tokens

Basic units of text processing in LLMs

Embeddings

Vector representations of text meaning

Fine-tuning

Adapting models for specific tasks

🛠️ Integration with .NET

OpenAI API

Direct integration with GPT models via REST API

• HttpClient
• JSON
• Async/Await

Azure OpenAI

Enterprise-grade OpenAI services on Azure

• Azure SDK
• Managed Identity
• Security

Semantic Kernel

Microsoft's SDK for AI orchestration

• Plugins
• Planning
• Memory

🎯 Use Cases

💬 Chatbots

Intelligent customer service and support

📝 Content Generation

Automated writing and documentation

🔍 Code Analysis

Code review and bug detection

📊 Data Insights

Natural language queries on data

📚 Learning Path