2024-11-19 {presentation} AI mindset V workshop 2

AI mindset [AI lab V]


Agenda

  1. Review & group work
    • Lab introduction & group intro
  2. Advanced Prompts
    • Promoting techniques, Canvas, Artifacts
  3. Cases
    • Use-case & demo
  4. Other tools
    • Prompts basics
  5. Self study
    • Individual and group practice

Knowledge base


Group Work

Micro groups:


Groups

Main Focus Areas:

  1. Advanced tech
  2. Education
  3. Coaching and therapy
  4. Business

Meet Alexey (Tech)


Sasha (Business)


Alex (Education)

Exploring New Learning Methods with AI:

Participant-Driven Structure:


AI Practice


Principles of Prompt Engineering

  1. Clarity and Specificity
  2. Context is King
  3. Iterative Refinement
  4. Role and Perspective Setting
  5. Feedback Integration

Chain-of-thought prompting

The model is guided to generate intermediate reasoning steps before arriving at a final answer. This approach encourages the model to "think aloud," breaking down complex problems into smaller, more manageable parts.

Example:
Question: If a store is offering a 20% discount on an item that originally costs $50, and an additional 10% off the discounted price during a sale, what is the final price?

Chain of Thought:

  1. Calculate first discount (20% of $50 = $10)
  2. Subtract first discount ($50 - $10 = $40)
  3. Calculate additional discount (10% of $40 = $4)
  4. Subtract additional discount ($40 - $4 = $36)
  5. Final Answer: $36

Zero/few-shot prompts

Examples of effective prompting strategies with minimal examples or context.


Multimodal prompting

Combining different types of inputs (text, images, diagrams) for more effective communication with AI.


Anthropic prompt design principles

  1. Be Clear and Specific
  2. Use Examples (Multishot Prompting)
  3. Encourage Step-by-Step Reasoning
  4. Iterative Refinement
  5. Leverage Claude's Knowledge
  6. Use Role-Playing

Claude Workbench

https://console.anthropic.com/workbench/


Prompt generators


Prompt guides


Other Tools


Self-study

What to do next?


Sharing

Micro groups: