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All you need to know about Prompt Engineering*
1.
Getting Started
Why Prompt Engineering - img
Who This Course Empowers - img
Your Learning Path - highlight (bigger picture)
2.
What Is Prompt Engineering?
Prompt vs Prompt Engineering
Why prompts matter
Context Engineering vs Prompt Engineering
Fill in the blank: Prompt engineering
Core Prompt Components - img
Challenges of Prompt Engineering - img
Quiz: Purpose of Prompt Engineering
3.
How Prompt Engineering Is Evolving
How Prompting Evolved
The Instruction-Tuning Shift - img
True/False: Instruction tuning
Prompting in Development
Prompting vs Fine-Tuning
Quiz: Prompting vs Fine-Tuning
Rise of AI Agents - img
The Multimodal Future - img
Universal Best Practices - highlight
4.
Fundamentals of Prompt Engineering
Clear Objectives Drive Results
Success Criteria Matter
Convergent vs Divergent Tasks
Quiz: Convergent vs Divergent Tasks
Power of Role-Prompting - img
When Roles Backfire - highlight
Why Prompt Structure Matters
System, User, Assistant - img
Using Delimiters - img
Why Delimiters Work - highlight
Designing Resilient Prompts - img
Handling Ambiguous Queries
Building Refusal & Safety Rules - img
Self-Correction Prompts - img
Recognizing & Fixing Prompt Smells
Troubleshooting Framework - highlight
Fill in the blank: Clear instructions
5.
Instruction Design
Why Structure AI Outputs
Controlling Output
True/False: Output format
Zero-Shot Prompting - img
One-Shot Prompting - img
Few-Shot Prompting - img
How Few-Shot Works
Quiz: Identifying Shot Types
Why AI Voice Matters
What Is Tone?
What Is Style?
What Is Persona?
Directly Controlling Voice - img
Crafting Strong Personas - img
Mimicking Style with Examples
Ethical Voice Design - highlight
6.
Advanced Reasoning Techniques
Why Reasoning Needs Help
Chain-of-Thought (CoT) - img
Zero-shot CoT
Few-shot CoT
True/False CoT
Self-Consistency - img
Program-of-Thoughts (PoT) - img
Tree-of-Thoughts (ToT) - img
Graph-of-Thoughts (GoT) - img
Choosing the Right Technique
Quiz: Picking the Right Reasoning Tool
7.
Controlling Creativity with Model Parameters
Why Parameters Matter - img
Temperature - img
Low vs High Value
Top-p Sampling
Low vs High Value
Quiz: Parameters
True/False: Parameters
Max Tokens
Stop Sequences
Repetition & Advanced Controls
8.
Context and Grounding
Why Grounding Matters
Understanding Hallucination & Knowledge Blending
Quiz: What Causes Hallucination?
Grounding - img
Challenge of Long Documents
Strategies for Long-Context Grounding
True/False: Context Windows
What Is RAG (Retrieval-Augmented Generation)?
How RAG Works - img
Trust & Security in AI
Building Trust: Why Citations Matter
Prompting for Citations - img
Quiz: Citations, Grounding, and Trust
Direct vs Indirect Prompt Injection
True/False: Direct Indirect prompt
Architecting a Multi-Layered Defense
Layer 1: Prompt-Level Defenses
Layer 2: Application-Level Guardrails - img
Layer 3: Model & System Design - img
9.
Tools and Structured Actions
LLMs as Closed Systems - img
Tool Use: Expanding AI Capability
The Tool Definition - img
Quiz: Tool Definition
ReAct: Reasoning + Acting - img
Fill in the Blank: ReAct
Strategic Prompting: Tool Use Control
Prompting for Error Handling
Capable vs. Responsible Agents
Principle of Least Privilege (PoLP) - img
True/False (PoLP)
Read-Only vs. Destructive Tools
Prompting for User Confirmation
Quiz: Which Tools Need Confirmation?
Handling Tool Errors
Application-Level Guardrails
10.
Production and Operations
From Crafting Prompts to Managing Them
What Is an Evaluation Dataset?
Best Practices for Eval Sets
Automated Evaluation Frameworks - img
Deterministic vs Subjective Metrics
Quiz: Deterministic
LLM-as-Judge Evaluation - img
Prompt Regression Testing
Production Monitoring & Prompt Drift
A/B Testing Prompts - img
True/False A/B testing
11.
Fairness and Bias
Responsible AI at Scale
What Is Bias in LLMs?
True/False bias
Techniques to Mitigate Bias
Explicit Fairness Instructions
Counterfactual Examples
Red Teaming for Bias
Quiz: Mitigate bias
Avoiding Prompt Sprawl
Fill in the blanks: Prompt Sprawl
Version Control for Prompts
Prompt Templates
Prompt Management Systems
Fairness at Scale
Quiz: Identifying Bias
12.
Wrap Up
Your Journey as a Prompt Engineer - img
What’s Next? - img
Claim your Certificate
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All you need to know about Prompt Engineering*
The Tool Definition - img
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