Designing Persona & Core Skills

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prerequisites
Basic Python • basic understanding of AI/LLM concepts
skills learned
System prompt design • persona crafting • OpenAI API integration • basic conversational AI
1 week · 2-4 hours per week · INTERMEDIATE

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Look inside

In the first liveProject, you’ll create a basic chatbot that can reliably field questions in a way that’s consistent with the mission of the pet refuge. You’ll craft structured, effective prompts and design a persona for your chatbot, implement the basic functionality, and then test, refine, and improve your chatbot with iterative evaluation.

This project is designed for learning purposes and is not a complete, production-ready application or solution.

project author

Jeremie Charlet
Jeremie Charlet is a freelance data science consultant specializing in NLP, MLOps, and generative AI product strategy. He has over a decade of experience delivering AI-powered solutions for startups, scaleups, and the UK government. As a startup founder, he is currently focusing on applying AI to support people with meditation and mental health. In addition, he teaches data science and generative AI in leading French business and engineering schools and has mentored ML practitioners through study groups and professional communities.

prerequisites

This liveProject is for Python programmers ready to develop basic chatbots into sophisticated AI agents with accurate personas. You should be comfortable with Python scripting and eager to learn advanced prompt engineering, custom tool development, and agent frameworks.


TOOLS
  • Intermediate Python
  • Basics of Jupyter Notebook
TECHNIQUES
  • Basics of text processing
  • Basics of file management
  • Basics of data structures
  • Basics of prompt engineering
  • Basics of API Integration
  • Basics of Retrieval Augmented Generation

features

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book resources
Get full access to select books for 90 days. Permanent access to excerpts from Manning products are also included, as well as references to other resources.
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