Executive Summary
The AI+ Prompt Engineer Level 1 Certification Program introduces learners from diverse backgrounds and levels of expertise to the fundamental principles of artificial intelligence and prompts engineering. Covering the history, concepts, and applications of AI, machine learning, deep learning, neural networks, and natural language processing, the program also delves into best practices for designing effective prompts that harness the capabilities of AI models to their fullest potential. Through a combination of theoretical instruction and practical exercises, including project-based learning sessions, participants acquire the skills needed to create and utilize prompts across various domains and objectives.
Course Outline:
Module 1:
Foundations of Artificial Intelligence (AI) and Prompt Engineering
- Introduction to Artificial Intelligence
- History of AI
- Basics of Machine Learning
- Deep Learning and Neural Networks
- Natural Language Processing (NLP)
- Prompt Engineering Fundamentals
Module 2:
Principles of Effective Prompting
- Introduction to the Principles of Effective Prompting
- Giving Direction
- Formatting Responses
- Providing Examples
- Evaluating Quality
- Dividing Labor
- Applying The Five Principles
- Fixing Failing Prompts
Module 3:
Introduction to AI Tools and Models
- AI Tools and Models Landscape
- Deep Dive into ChatGPT
- Exploring GPT-4
- Revolutionizing Art with DALL-E 2
- Introduction to Emerging Tools using GPT
- Specialized AI Models
- Advanced AI Models
- Google AI Innovations
- Comparative Analysis of AI Tools
- Practical Application Scenarios
- Harnessing AI’s Potential
Module 4:
Mastering Prompt Engineering Techniques
- Zero-Shot Prompting
- Few-Shot Prompting
- Chain-of-Thought Prompting
- Ensuring Self-Consistency in AI Responses
- Generate Knowledge Prompting
- Prompt Chaining
- Tree of Thoughts: Multiple Solutions Exploration
- Retrieval Augmented Generation
- Graph Prompting and Advanced Data Interpretation
- Application in Practice: Real-Life Scenarios
- Practical Exercises
Module 5:
Mastering Image Model Techniques
- Introduction to Image Models
- Understanding Image Generation
- Style Modifiers and Quality Boosters in Image Generation
- Advanced Prompt Engineering in AI Image Generation
- Prompt Rewriting for AI Image Models
- Image Modification Techniques: Inpainting and Outpainting
- Realistic Image Generation
- Realistic Models and Consistent Characters
- Practical Application of Image Model Techniques
