In this Generative AI for Developers course, you'll learn:
Working with Large Language Models
- LLM capabilities and limitations
- OpenAI models overview (chat and completion APIs)
- Understanding tokens, temperature, and system roles
Prompt structure: clarity, format, constraints
- Prompt Engineering Techniques
- Designing prompts for different output types
- Iterating on prompts for improved performance
- Maintaining context in multi-turn interactions
- Leveraging API parameters effectively
Building an AI-Powered Chatbot
- Defining chatbot goals and use cases
- Creating conversation flows
- Implementing context handling and simple memory
- Using OpenAI’s chat API in a Python application
Best Practices for Responsible AI Use
- Cost management (token limits, rate limits, caching)
- Handling errors and bad input
- Mitigating bias and harmful responses
- Ethical considerations and content moderation