Mini Crates 📦
AI & Machine Learning from the ground up. No PhD required. No baby talk either.
10 crates · 3 difficulty tracks · ~2.5 hours total · 100% free
Choose Your Path
🌱Starter
Crates 1–3
Zero assumptions. Start here if AI is new to you.
🔧Builder
Crates 4–7
Neural nets, vision, language, and hands-on training.
🏗️Architect
Crates 8–10
Ethics, generative AI, and the frontier. You're building the future.
All Crates
🤖#1
What Even Is AI?🌱 Starter~12 min
Spoiler: it's not a robot uprising (yet)
introductiondefinitionshistory
🧠#2
How Machines Learn🌱 Starter~15 min
Teaching rocks to think, one number at a time
machine-learningtrainingdatarequires: what-is-ai
⛽#3
Data — The Fuel of AI🌱 Starter~12 min
Garbage in, garbage out (seriously)
datadatasetsbiasprivacyrequires: how-machines-learn
🕸️#4
Neural Networks — The Brain Factory🔧 Builder~18 min
Inspired by brains, powered by math
neural-networksneuronslayersdeep-learningrequires: how-machines-learn
👁️#5
Computer Vision — Teaching Machines to See🔧 Builder~15 min
Pixels, patterns, and why Snapchat filters work
computer-visionimagesCNNrecognitionrequires: neural-networks
💬#6
Natural Language Processing🔧 Builder~18 min
How AI learned to read, write, and roast your grammar
NLPlanguagetexttransformersLLMrequires: neural-networks
🏋️#7
Training Your Own AI🔧 Builder~20 min
From zero to model in (many) easy steps
trainingpracticalpythoncodingrequires: data-the-fuel, neural-networks
⚖️#8
AI Ethics — The Hard Questions🏗️ Architect~15 min
Power, bias, and who gets to decide
ethicsbiasfairnessresponsibilitysafetyrequires: data-the-fuel
🎨#9
Generative AI — The Creator🏗️ Architect~18 min
When AI stops analyzing and starts creating
generativediffusionGANsartcreativityrequires: neural-networks, nlp-language
🚀#10
AI Agents & The Future🏗️ Architect~20 min
From chatbots to autonomous agents — and what comes next
agentsAGIfutureautonomousreasoningrequires: nlp-language, generative-ai