AI Prompt Engineering for Aspiring AI Engineers
Master the art of crafting effective prompts to unlock the full potential of AI models and launch your career as an AI Engineer.
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Fundamentals of Large Language Models
Unit 1: LLM Foundations
What are LLMs?
LLM Architecture
LLM Training Data
Types of LLMs
LLM Use Cases
Unit 2: Tokenization and LLM Limitations
What is Tokenization?
Tokenization Examples
LLM Limitations
Bias in LLMs
Detecting LLM Bias
Unit 3: Accessing and Using LLMs
Setting Up OpenAI API
Using the OpenAI Playground
Hugging Face Hub
HF Inference API
Prompt Engineering Tools
Core Prompting Techniques
Unit 1: Basic Prompting Strategies
Crafting Clear Prompts
Setting the Context
Formatting the Output
Prompting Like You Chat
Putting It All Together
Unit 2: Few-Shot Learning
What is Few-Shot?
Crafting Effective Examples
Structuring Few-Shot Prompts
Few-Shot for Chatbots
Few-Shot Limitations
Unit 3: Chain-of-Thought Prompting
What is Chain-of-Thought?
Crafting CoT Explanations
CoT Prompt Structure
CoT Limitations
CoT and Chatbots
Advanced Prompt Engineering Strategies
Unit 1: Task-Specific Prompting
Summarization Prompts
Translation Prompts
Code Generation Prompts
Creative Writing Prompts
Unit 2: Iterative Prompt Improvement
Prompt Chaining Intro
Prompt Chaining Examples
Prompt Refinement Intro
Prompt Refinement Tips
Prompt Version Control
Unit 3: Bias Mitigation and Safety
Identifying Bias
Mitigating Bias
Adversarial Prompts
Prompt Sandboxing
Unit 4: Optimization and Efficiency
Prompt Length
Prompt Structure
API Parameters
Prompt Engineering for Real-World Applications
Unit 1: Building AI-Powered Applications with Prompts
Intro to App Building
Prompting for Chatbots
Content Gen Apps
Unit 2: Prompt Engineering in the Software Development Lifecycle
SDLC Integration
Prompt Versioning
Prompt Testing
Unit 3: Evaluating and Managing Prompts
Prompt Performance
A/B Testing Prompts
Prompt Management
Unit 4: Ethics and Best Practices
Bias Mitigation
Handling Adversarial Prompts
Ethical Considerations
Prompt Security
Unit 5: Advanced Applications and Future Trends
Prompt Chaining
Future of Prompting