Skip to content

course_overview.md

Latest commit

 

History

History
330 lines (227 loc) · 7.98 KB

course_overview.md

File metadata and controls

330 lines (227 loc) · 7.98 KB
Raw

Course Overview: AI Prompt Engineering Mastery

Complete learning path from beginner to professional

12 WEEKS • 3 LEVELS • PORTFOLIO-READY PROJECTS
From Broken Prompts → Professional AI Systems → Career Advancement

Master the skills that companies pay $80-150/hour for

Course Philosophy: Learning by Doing

Most AI courses teach theory. This course is built around hands-on practice.

Every concept is taught through interactive Jupyter notebooks with real-world projects you can immediately apply in your work.

Complete Learning Path

Level 1: Foundation Labs (2-3 weeks)

Master the core skills that separate professionals from beginners

Lab 1: Prompt Foundations Available Now

Skills: Clarity, specificity, CLEAR framework
Time: 2-3 hours

  • Fix 3 broken prompts that everyone struggles with
  • Master the CLEAR framework systematically
  • Complete real-world scenarios (job applications, social media)
  • Take the $500 content challenge

Start Lab 1 →

Lab 2: Context Mastery Coming Soon

Skills: Information grounding, domain knowledge
Time: 2-3 hours

  • Make AI understand YOUR specific business context
  • Learn few-shot and zero-shot prompting techniques
  • Master data integration and knowledge injection
  • Build domain-specific prompt libraries

Lab 3: Structured Outputs Coming Soon

Skills: JSON, XML, API-ready data generation
Time: 2-3 hours

  • Generate clean, parseable data formats
  • Master schema-driven prompt design
  • Build API integration workflows
  • Create data validation pipelines

Lab 4: Chain-of-Thought Coming Soon

Skills: Step-by-step reasoning, logic chains
Time: 2-3 hours

  • Implement reasoning frameworks
  • Build multi-step problem solving
  • Create verification and validation loops
  • Master complex analytical tasks

Level 2: Engineering Playground (2-3 weeks)

Build advanced systems that professionals use in production

Lab 5: Advanced Frameworks Coming Soon

Skills: ReAct agents, tool integration
Time: 3-4 hours

  • Build AI agents that use external tools
  • Implement ReAct (Reasoning + Acting) patterns
  • Create tool-calling workflows
  • Master agent orchestration

Lab 6: Prompt Chaining Coming Soon

Skills: Multi-step workflows, pipeline design
Time: 3-4 hours

  • Chain prompts for complex tasks
  • Build conditional logic flows
  • Create error handling and fallbacks
  • Master workflow optimization

Lab 7: Self-Critique Systems Coming Soon

Skills: Quality loops, self-improvement
Time: 3-4 hours

  • Build AI that critiques its own work
  • Implement iterative improvement cycles
  • Create quality scoring systems
  • Master self-correction patterns

Lab 8: Testing & Evaluation Coming Soon

Skills: Benchmarking, optimization, A/B testing
Time: 3-4 hours

  • Measure prompt performance scientifically
  • Build A/B testing frameworks
  • Create evaluation metrics and benchmarks
  • Master continuous improvement processes

Level 3: Professional Projects (2-3 weeks)

Ship real applications with measurable business value

Project 1: Customer Support AI Coming Soon

Goal: Reduce response times by 40%

  • Automated ticket classification and routing
  • Context-aware response generation
  • Escalation detection and handoff
  • Performance monitoring and optimization

Project 2: Content Strategy Engine Coming Soon

Goal: Automated content pipelines

  • Multi-platform content generation
  • Brand voice consistency systems
  • Content calendar automation
  • Performance tracking and optimization

Project 3: Code Review Assistant Coming Soon

Goal: Improve code quality metrics

  • Automated code analysis and suggestions
  • Security vulnerability detection
  • Performance optimization recommendations
  • Documentation generation

Project 4: Research Synthesis Bot Coming Soon

Goal: Accelerate literature reviews

  • Multi-source information synthesis
  • Citation and reference management
  • Insight extraction and summarization
  • Knowledge graph construction

Built-in Professional Tools

Learning Infrastructure

Tool Purpose Benefit
Prompt Validator Scores prompts 0-100% using best practices Get immediate feedback on prompt quality
Progress Tracker Tracks mastery across 17 core competencies See exactly what you've learned and what's next
Version Control Git-like system for prompt management Save, compare, and reuse your best prompts
A/B Testing Compare prompt performance scientifically Optimize prompts with data, not guesswork
🏆 Certificates Completion certificates for each level Document your skills for career advancement

Skill Assessment System

  • Pre/post assessments in each lab
  • Skill matrices that fill as you progress
  • Completion certificates for portfolio
  • Performance benchmarks and optimization

Time Investment & Expected ROI

📅 Complete Timeline

Phase Duration Weekly Time Focus
Foundation Labs 2-3 weeks 8-12 hours Master core prompt engineering
Engineering Playground 2-3 weeks 10-15 hours Build advanced AI systems
Professional Projects 2-3 weeks 12-18 hours Ship portfolio applications
Total Course 6-9 weeks 10-15 hours/week Complete mastery

💰 Expected ROI

  • Save 10+ hours per week on AI-assisted tasks
  • Generate professional content in minutes instead of hours
  • Build systems that handle routine work automatically
  • Develop portfolio projects for career advancement
  • Master skills that companies pay $80-150/hour for

Success Stories

"Went from spending 4 hours writing one blog post to generating 10 high-quality articles in 30 minutes. Got promoted within 3 months."
— Sarah, Marketing Manager

"Built an AI code reviewer that catches bugs I miss. Clients love it. Raised my rates 40%."
— Mike, Freelance Developer

"Used prompt engineering to automate customer support. Went from 6 hours/day answering emails to 30 minutes reviewing AI responses."
— Jessica, Startup Founder

Getting Started

Choose Your Starting Point

🆕 Complete Beginner

Never written a good prompt?

Start with Foundations Lab →

Fix 3 broken prompts and see immediate improvements.

🔧 Some Experience

Used AI tools but want better results?

Take Skill Assessment →

Find your level and jump to the right lab.

👀 Just Exploring

Want to see what you'll learn?

View Examples →

See before/after transformations and real results.

Ready to Start Your Journey?

Most people fight with AI and get mediocre results.
You'll learn to command it and get exactly what you need, every time.

Begin with Foundations Lab →

Transform your first broken prompt in under 5 minutes

Questions? Check the Setup Guide • Need Help? See FAQ

⭐ Star this repository to get notified when new labs are released

MIT Licensed • Actively Maintained • Community Contributions Welcome