Learning Modules
Follow the complete 9-module journey from AI basics to advanced applications and industry-specific use cases. Each module includes key concepts, practical exercises, and curated resources. Complete them in order for the best experience, or jump to topics that interest you most.
Embrace AI with curiosity, humility, and a scientific mindset
AI is not magic – it is a tool for pattern recognition, synthesis, and automation. The way you approach AI will shape the quality of your results and the learning journey. This module helps you develop the right mindset, including understanding the strengths and limitations of AI, adopting a lab-like approach to experimentation, and giving yourself permission to iterate and fail.
Build your foundational knowledge of AI concepts. Learn the difference between AI, machine learning, and deep learning. Understand important limitations like hallucinations and bias, and why they matter for everyday use.
Dive deep into working with AI chatbots like ChatGPT, Claude, and Gemini. Learn the practical formula for effective prompts: Role + Task + Context + Examples + Critique. Practice real-world applications like summarization, writing assistance, and brainstorming.
Unleash creative expression with generative AI while understanding how it works and the limits
Generative models are revolutionizing visual and audio creation. This module explains how diffusion models and related architectures work, why prompts behave differently from text prompts, and how to leverage advanced techniques like negative prompts, style references, inpainting, and outpainting. You'll compare leading tools (Midjourney, ChatGPT's built-in image generation, Stable Diffusion) and learn workflows for professional-grade content creation across marketing, product visualization, and multimedia storytelling. You'll also explore legal and copyright considerations.
For curious learners who want to understand the technology behind the magic. Explore the basic flow of data, training, models, and applications. Learn about tokens, embeddings, and parameters without needing to code.
Building responsible AI: grappling with power, justice, and the human impact of machines
Ethics is the most important and least optional part of AI education. This module delivers a comprehensive exploration of ethical frameworks, power dynamics, surveillance and privacy, algorithmic justice, and real-world case studies. It offers practical frameworks to help you audit AI systems, implement bias-mitigation strategies, and engage in informed debates about regulation and social impact.
Put everything together into a personal AI practice. Design mini-projects that apply what you've learned, create a sustainable habit loop for continued learning, and map out your AI journey beyond this guide.
Build and integrate custom AI solutions using fine-tuning, APIs, embeddings, and retrieval
This module is designed for practitioners who want to extend the capabilities of existing models. It covers fine-tuning basics, API integration, embeddings, vector databases, and retrieval-augmented generation. You will learn how to build lightweight AI tools, integrate them into larger systems, and leverage RAG for enhanced performance and trustworthiness.
Discover how AI transforms specific sectors and learn best practices for implementation
AI is a general-purpose technology that touches nearly every industry. This module provides sector-specific deep dives, showcasing real examples, professional workflows, and ethical considerations. Whether you work in healthcare, education, creative arts, business, science, or law, you will find relevant applications and guidance.
Suggested Learning Path
For the best learning experience, start with the fundamentals (Modules 1-3), explore practical applications (Modules 4-6), then build your practice (Module 7). Advanced learners can dive into technical implementations (Module 8) and industry-specific applications (Module 9). Module 5 (Under the Hood) is optional for those curious about technical details.
Browse by Goal
Finished a module? Put it to work with step-by-step workflows for the outcome you care about most.