Course Content
Introduction to Prompt Engineering
• What is Prompt Engineering? • Why prompts matter in AI systems • How Large Language Models (LLMs) work (high-level) • Prompt vs traditional programming • Real-world applications (education, coding, marketing, design) Outcome: Understand the role of prompts in AI interaction
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Fundamentals of Prompts
• What is a prompt? • Types of prompts: o Question-based o Instruction-based o Command-based o Context-based • Prompt structure: o Instruction o Context o Input data o Output format Hands-on: Writing simple prompts and observing responses
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Prompt Components & Best Practices
• Clarity and specificity • Tone and role assignment • Constraints and boundaries • Formatting prompts (lists, tables, JSON, markdown) • Avoiding ambiguity Hands-on: Improve weak prompts into strong prompts
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Prompting Techniques
• Zero-shot prompting • One-shot prompting • Few-shot prompting • Role prompting (e.g., “Act as a teacher…”) • Step-by-step prompting Hands-on: Compare outputs using different techniques
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Chain-of-Thought & Reasoning
Chain-of-Thought Prompting is a technique where we ask AI to explain its reasoning step by step before giving the final answer. It improves clarity, reduces mistakes, and works best for complex problems that require logical thinking.
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Ethics, Safety & Limitations
• Bias in AI responses • Responsible prompting • Data privacy considerations • Limitations of LLMs • Human-in-the-loop concept
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Capstone Project
• Design an end-to-end prompt solution for: o Chatbot o Learning assistant o Content generator o Coding helper • Documentation of prompt logic • Presentation & evaluation
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Prompt Engineering

Traditional Programming vs Prompt-Based AI

Confused about the difference between traditional programming and prompt-based AI?
This beginner-friendly chapter explains both concepts in a simple, practical, and easy-to-understand way.

As AI becomes part of everyday technology, understanding this difference is essential for anyone entering the tech field.


🎯 What You Will Learn

  • What traditional programming is (step-by-step logical coding)

  • What prompt-based AI is (communicating with AI using natural language)

  • Key differences explained with real-world examples

  • Why AI prompting is shaping the future of technology


🧠 Core Understanding

In traditional programming, developers write explicit instructions that the computer must follow.

In prompt-based AI, you guide intelligent systems using structured natural language — and the AI generates results based on learned patterns.

This shift represents a major evolution in how humans interact with technology.


🎓 Who This Chapter Is For

  • College students

  • Beginners in AI and programming

  • Tech learners

  • Future developers

  • Anyone starting their AI journey


This lesson is part of the Prompt Engineering Mastery training series, designed to help you build strong AI foundations step by step.

Learn the difference. Understand the shift. Prepare for the future of technology.

Exercise Files
LMS-PE-M1-L3.pdf
Size: 4.25 MB