Every assessment question, course module, and certificate maps to these eight essential domains of AI knowledge and practice.
ML basics, AI timeline, key researchers, paradigms
How LLMs work, tokenization, context windows, fine-tuning, RLHF
Zero-shot, few-shot, chain-of-thought, RAG, system prompts
ChatGPT, Claude, Gemini, Midjourney, Cursor, Perplexity, agents
Use-case identification, ROI, automation, integration patterns
Bias, hallucinations, responsible AI, copyright, EU AI Act, NIST
Multimodal AI, agents, reasoning models, voice AI, video AI
Real-world project work, demonstrated output, peer/expert review