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Exploring AI Models and Prompt Fundamentals
Business Scenario
Welcome!
Today is your first day as a ML Engineer at FusionTech Consulting
Your manager has assigned you the task of exploring different Generative AI assistants and understanding how prompt quality influences AI-generated responses
You will interact with multiple AI models, compare their outputs, identify the components of effective prompts and observe how well-designed prompts produce significantly better results than vague instructions.
These concepts will help you:
• Understand how different AI assistants generate responses
• Learn how prompts influence AI output quality
• Design clear and effective prompts
• Produce more accurate and useful AI-generated content
• Build a strong foundation for Prompt Engineering
Pre-Lab Preparation
Topic: Exploring AI Models and Prompt Equipments
1) Gen AI Models
2) AI Assistants
3) Anatomy of Prompt
4) Components of Effective Prompt
Git Pull
Task 1: Explore different AI Assistants
git pull origin branchName1
Open any two Generative AI tools (for example, ChatGPT, Gemini, Claude, or Microsoft Copilot).
Enter the following prompt into both AI tools:
2
Generate responses from both AI assistants.
3
Explain Machine Learning in simple words suitable for a school student.
Response from ChatGPT
Response from Claude
Open any Generative AI tool
1
Task 2: Identify the Anatomy of a Prompt
Enter the following prompt :
2
You are a Data Analyst. Explain Data Visualization to a beginner in less than 150 words using simple language and bullet points.
Generate the response and identify multiple components like :
3
• Role
• Task
• Context
• Constraints
• Output Format
Task 3: Compare Good and Poor Prompts
Open any Generative AI tool
1
Enter the following Prompt and generate response
2
Explain Python
Now enter the improved prompt:
3
Explain Python to a first-year engineering student in less than 150 words. Include three key features and one real-world example. Present the answer using bullet points
Task 4: Design Your First Effective Prompt
Choose any topic like AI / Data Science / Python
1
Choose any topic like AI / Data Science / Python
1
Design your own prompt by including :
1
2
• Role
• Task
• Context
• Constraints
• Output Format
Explain Data Science to beginners who have no background in programming or statistics. Describe what it is, why it is important, and provide a few real-world applications. Use simple language, avoid technical jargon, and keep the explanation under 200 words.
Present the response with the following sections: What is Data Science?, Why is it Important?, Applications, and Key Takeaways.
Submit the prompt to any Generative AI tool & Review the generated response.
3
Great job!
You have successfully completed the first lab on Exploring AI Models and Prompt Fundamentals. Compared responses generated by different AI assistants and observed how prompt design influences AI output quality. Identified the essential components of effective prompts and practiced creating structured prompts for real-world scenarios.
Checkpoint
Git Push
git push origin branchNameBy Content ITV