Building products · MLOps · Governance · AI strategy
Module 1 · Introduction to AI
What Is AI, Really?
Artificial Intelligence is technology that learns patterns from data so it can make predictions, decisions, or generate content — without being explicitly programmed for every single case.
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Think of it like a recipe learnerInstead of following one fixed recipe, AI studies thousands and learns the pattern.
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This is why GPT stands for "Generative Pre-trained Transformer" — trained on patterns first, then generating from them on demand.
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AI ≠ simple automationA microwave timer follows fixed rules — AI adapts and improves based on data.
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Rule-based automation breaks on edge cases it wasn't coded for. AI models generalize to situations they've never seen before.
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👆 tap nodes to connect the pattern
Module 1 · Introduction to AI
A Brief History of AI
Click a milestone for more detail.
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👆 click to launch
Module 1 · Introduction to AI
How AI Actually Works (Simplified)
Step through the process — click Next or a dot.
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1. Data
AI studies huge amounts of text, images, or examples — like reading a massive library. e.g. to write good emails, it studied millions of real emails and how people actually write them.
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2. Training
It practices predicting the "next piece" over and over, adjusting until it gets good at it. e.g. it got better at guessing the next word by practicing on that pattern billions of times.
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3. Output
Given your prompt, it generates a response based on the patterns it learned. e.g. ask "write a thank-you note" and it generates one from patterns it has seen.
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👆 click to switch on
It doesn't "know" facts the way you do — it's predicting the most likely, useful response based on patterns. That's why checking its work still matters.
Module 1 · Introduction to AI
Types of AI You'll Hear About
Tap a card to see a real example.
🎯Narrow AI (what exists today)
Built for specific tasks — writing, translating, recognizing images. Every tool in this training is Narrow AI.
Spam filters, Netflix recommendations, and Siri are all Narrow AI.
👆 tap for example
🌌General AI (still theoretical)
Human-level intelligence across any task. Doesn't exist yet — despite the headlines.
Sci-fi robots like HAL 9000 or Data from Star Trek — still fiction, not reality.
👆 tap for example
🤖Machine Learning
Systems that improve at a task by learning from data instead of fixed rules.
A spam filter that keeps getting more accurate the more spam it sees.
👆 tap for example
✨Generative AI
A branch of ML that creates new text, images, audio, or video — ChatGPT, Claude, Midjourney, and more.
ChatGPT writing you an original poem, or Midjourney generating a brand-new image, on request.
👆 tap for example
Module 1 · Introduction to AI
AI Is Already in Your Everyday Life
Click each card to see why it's AI.
Module 1 · Introduction to AI
Myths vs. Facts
Click each card to reveal the fact.
MYTH
"AI will replace all jobs."
FACT
AI reshapes jobs more than it eliminates them — it automates tasks, and people who use AI well tend to outperform those who don't.
MYTH
"AI is always right."
FACT
AI can "hallucinate" — confidently state wrong information. Always verify important facts.
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"AI is brand new technology."
FACT
AI research dates back to the 1950s — what's new is how powerful and accessible it's become.
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"You need to code to use AI."
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Most AI tools today just need plain English — no coding required to get real value.
Module 1 · Knowledge Check
Quick Check: Did It Stick?
1. What does Generative AI do that other AI doesn't necessarily do?
Sorts data into folders
Creates brand-new content
Only recognizes speech
2. Why should you double-check AI outputs?
AI can hallucinate confident-sounding but wrong info
AI never makes mistakes
It's illegal to use AI without checking
Module 2 · AI Tools & Their Benefits
Meet Your AI Toolkit
The smartest AI users in 2026 don't use just one tool — they pick the right tool for the task. Click a category for an example.
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Chatbots & Assistants
e.g. ChatGPT, Claude, Gemini
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Research Tools
e.g. Perplexity
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Image Generation
e.g. Midjourney, DALL·E 3
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Video & Audio
e.g. Runway, Veo, ElevenLabs
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Productivity & Work
e.g. Notion AI, Copilot
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Coding Assistants
e.g. Claude Code, Cursor
Module 2 · Chatbots & Assistants
💬 ChatGPT
Key Benefit
The most versatile all-rounder — strong across writing, coding, research, images, and files.
Best for everyday tasks
Free tier available
chatgpt.com
✅Use it for
Drafting emails, brainstorming, summarizing, quick coding help, and general Q&A.
Try this prompt"Draft a friendly follow-up email to a client who hasn't replied in a week, keep it under 80 words."
Ratings reflect where each tool consistently outperforms in hands-on testing as of 2026 — not a claim that any one tool is "worse" overall. Most people end up using two or three of these side by side.
Module 2 · Research
🔎 Perplexity — Your Research Assistant
perplexity.ai
Every answer links back to real sources
Great for fact-checking and reducing hallucination risk.
Try this prompt"What are the top 3 competitors to [your product]? Cite your sources."
Regular chatbots can be months out of date — Perplexity checks the live web on every answer.
Best for: research, competitive analysis, and anything where you need to trust the source.
Module 2 · Image Generation
🎨 AI Image Generators
Click a tool to see what it's best for.
🖼️Midjourney
Best raw art quality — ideal for polished creative visuals.
midjourney.com
Good for: album art, concept art, polished hero images.
⚡DALL·E 3
Fast iteration, built right into ChatGPT for quick concepts.
chatgpt.com
Good for: quick mockups and iterating on an idea in the same chat.
🧩FLUX
By Black Forest Labs — open-weight models popular for custom, technical workflows.
bfl.ai
Good for: developers who want to self-host or fine-tune a model. Search "bfl.ai" directly — copycat sites often outrank the real product.
Benefit: instant visuals for marketing, presentations, and design — no designer required.
Module 2 · Video & Audio
🎥 Video & Audio Tools
Browse with the arrows or dots.
🎞️Runway
Text-to-video generation (Gen-4.5) for short, realistic or stylized clips and editing.
runwayml.com
Good for: short social clips and quick storyboarding.
📹Veo
Google's high-quality video generator, tuned for creative storytelling.
deepmind.google/models/veo
Good for: longer, more cinematic sequences with consistent style.
🎙️ElevenLabs
Lifelike AI voices for narration, dubbing, and audio content.
elevenlabs.io
Good for: voiceovers, podcast dubbing, and multilingual narration.
Benefit: produce video and audio content without a production crew. Note: OpenAI's Sora was discontinued in 2026 (web/app retired April 26; API retired September 24) — tools above are current, actively maintained alternatives.
Module 2 · Productivity & Work
📈 AI for Everyday Work
Click a card to flip it and see what it's good for.
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Notion AIAuto-summarizes notes, drafts docs, organizes your workspace.
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Turning messy meeting notes into a clean action-item list. notion.so
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Microsoft CopilotBuilt into Word, Excel, and Outlook for drafting and recaps.
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Teams already living inside Microsoft 365 daily. copilot.microsoft.com
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ClickUp BrainAI-driven task and project management, right where you work.
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Auto-generating subtasks and status updates from a project brief. clickup.com
Module 2 · Interactive
Which Tool Should You Use?
Click what you need to do:
✉️ Write an email
📄 Analyze a long document
🔍 Research with sources
🖼️ Create an image
💻 Write or review code
👆 Choose a task above to see the recommended tool.
Module 3 · Hands-On Practice
Prompting 101
Flip the switch to compare Do vs. Don't.
Be specific · Give context · Ask for a format (list, table, tone) · Iterate on the response
See it in action"Write a 3-sentence LinkedIn post announcing our new product launch, in a friendly, confident tone."
Assume it reads your mind · Expect perfection in one shot · Skip fact-checking · Share sensitive data
See it in action"write about marketing" — too vague, the AI has to guess your audience, tone, and goal.
Example: instead of "write about marketing," try "write a 3-sentence LinkedIn post announcing our new product launch, in a friendly, confident tone."
Module 3 · Live Activity
Try It Yourself ⏱️ 5 Minutes
Check off each step as you complete it.
🎉 Nice work — you just completed your first real AI task!
Module 3 · Hands-On Practice
Common Beginner Mistakes
Shuffle through the mistakes — one at a time.
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Trusting AI blindly
Always verify facts, numbers, and citations before using them.
💡 Ask "what sources support this?" or cross-check with a quick search before you rely on it.