AI Fundamentals
How modern AI works, from tokens to transformers, with hands-on prompting practice.
Course 3 of 10
What AI is and isn't, Narrow vs general AI, AI in Africa today, and more.
Yiga AI
Beginner · Course · 3 weeks at 5 hrs/week
What you’ll learn
Understanding Artificial Intelligence
Generative AI Concepts
Prompt Engineering for Everyone
Working with ChatGPT, Claude & Gemini
Syllabus
4 modules · 21 lessons · 14 hours · 1 graded project
840 minutes of guided lesson time.
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Overview and set-up
Overview and set-up — What AI is and isn't in Understanding Artificial Intelligence.
Lesson
Core concepts
Core concepts — What AI is and isn't in Understanding Artificial Intelligence.
Lesson · Locked
Worked example
Worked example — What AI is and isn't in Understanding Artificial Intelligence.
Lesson · Locked
Hands-on practice
Hands-on practice — What AI is and isn't in Understanding Artificial Intelligence.
Lesson · Locked
Module quiz: What AI is and isn't
Check what you learned in What AI is and isn't before moving on.
Quiz · Locked
Overview and set-up
Overview and set-up — Narrow vs general AI in Understanding Artificial Intelligence.
Lesson · Locked
Core concepts
Core concepts — Narrow vs general AI in Understanding Artificial Intelligence.
Lesson · Locked
Worked example
Worked example — Narrow vs general AI in Understanding Artificial Intelligence.
Lesson · Locked
Hands-on practice
Hands-on practice — Narrow vs general AI in Understanding Artificial Intelligence.
Lesson · Locked
Module quiz: Narrow vs general AI
Check what you learned in Narrow vs general AI before moving on.
Quiz · Locked
Overview and set-up
Overview and set-up — AI in Africa today in Understanding Artificial Intelligence.
Lesson · Locked
Core concepts
Core concepts — AI in Africa today in Understanding Artificial Intelligence.
Lesson · Locked
Worked example
Worked example — AI in Africa today in Understanding Artificial Intelligence.
Lesson · Locked
Hands-on practice
Hands-on practice — AI in Africa today in Understanding Artificial Intelligence.
Lesson · Locked
Module quiz: AI in Africa today
Check what you learned in AI in Africa today before moving on.
Quiz · Locked
Overview and set-up
Overview and set-up — Ethics & bias in Understanding Artificial Intelligence.
Lesson · Locked
Core concepts
Core concepts — Ethics & bias in Understanding Artificial Intelligence.
Lesson · Locked
Worked example
Worked example — Ethics & bias in Understanding Artificial Intelligence.
Lesson · Locked
Hands-on practice
Hands-on practice — Ethics & bias in Understanding Artificial Intelligence.
Lesson · Locked
Module quiz: Ethics & bias
Check what you learned in Ethics & bias before moving on.
Quiz · Locked
Graded project: Understanding Artificial Intelligence
Apply everything from Understanding Artificial Intelligence in one graded, portfolio-ready build.
Graded project · Locked
Applied learning project
Use Graded project: Understanding Artificial Intelligence to apply this course to a practical challenge. You’ll finish with a clear solution and the reasoning behind your choices.

Your instructor
AI for professions
Shows working professionals how to use AI responsibly inside everyday workflows.

“The examples felt relevant to public service and worked on the connection I actually have.”
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Following the order of AI Fundamentals & Generative AI.
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Overview and set-up
Understanding Artificial Intelligence
40 min · Resume
Course 4 in the track
Working with ChatGPT, Claude & Gemini
Tool comparison, Documents & data uploads, Custom instructions, and more.
Beginner · Course · 3 weeks at 5 hrs/week
Course 5 in the track
Generative AI Concepts
How LLMs work, Tokens & context, Image/audio/video generation, and more.
Beginner · Course · 3 weeks at 5 hrs/week
Course 6 in the track
AI for Productivity & Automation
AI in email & docs, Meeting notes, Spreadsheet AI, and more.
Beginner · Course · 3 weeks at 5 hrs/week
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How modern AI works, from tokens to transformers, with hands-on prompting practice.
Design reliable prompts and AI workflows for real jobs and small businesses.
Tool comparison, Documents & data uploads, Custom instructions, and more.
How LLMs work, Tokens & context, Image/audio/video generation, and more.