All Paths

Beginner

4-5 weeks•31 lessons•5 modules
1

Foundations

6 lessons

Start
1What is NLP? Teaching Computers to Read
10 min
2What is Machine Learning? (Plain English)
12 min
3Deep Learning & Neural Networks, No Math
15 min
4How Computers Turn Words Into Numbers (Embeddings)
12 min
5From RNNs to Transformers: The Big Idea
15 min
6AI Landscape 2025: What Changed and What Still Matters
12 min
2

AI Fundamentals

7 lessons

Start
1What is a Large Language Model?
10 min
2How AI Learns: Training vs Inference
12 min
3Understanding Tokens and Context Windows
15 min
4The Power of Prompt Engineering
12 min
5Hands-on: Your First Claude or ChatGPT Conversation
20 min
6How to Choose the Right AI Model
16 min
7Hands-on: API Setup and Your First Model Call
25 min
3

Prompt Mastery

6 lessons

Start
1Writing Effective Prompts
15 min
2Few-Shot Learning Explained
12 min
3Chain-of-Thought, Reasoning, and When Not to Show Work
15 min
4Common Prompt Patterns (and Anti-Patterns)
18 min
5Project: Build a Personal Prompt Library
30 min
6System Prompts and Instruction Hierarchy
14 min
4

No-Code AI Tools

5 lessons

Start
1AI Assistants Compared: Choosing the Right Tool
15 min
2Using AI for Content, Design, and Video
20 min
3AI Assistants for Daily Productivity
15 min
4Ethical AI: Bias, Privacy, and Responsible Use
12 min
5Project: Build a No-Code AI Workflow
30 min
5

Real-World AI Tools

7 lessons

Start
1NotebookLM & AI Research Partners
15 min
2AI Code Assistants: Copilot, Cursor, Claude Code, and Windsurf
12 min
3No-Code AI App Builders: Bolt.new, Lovable, v0
15 min
4What is Agentic AI? (The Simple Version)
10 min
5The 2026 AI Landscape: Who's Building What
12 min
6Live Coding with 5 AI Tools
20 min
7Building a Real AI App: What the Pieces Do
25 min