AI vs Machine Learning vs Deep Learning
Where deep learning fits in the AI family tree.
AI vs Machine Learning vs Deep Learning is a free Deep Learning Academy lesson on CoddyKit — lesson 1 of 4. You can read the complete lesson below for free — then practise it hands-on in the browser with a built-in code editor and a 24/7 AI tutor. It is part of the Deep Learning Academy learning path, one of 4 lessons in the course, and your progress syncs across the web and the CoddyKit app.
The Big Family
Think of AI as the whole family: any technique that makes a machine act smart. Everything you will learn lives somewhere inside it. 🤖
AI Is the Goal
AI is the broad goal of getting computers to do tasks that normally need human smarts, like spotting a cat or translating a sentence.
Machine Learning Inside AI
Machine learning is one branch of AI. Instead of you writing every rule, the program learns patterns straight from examples in your data.
Learning From Examples
Show a model thousands of labeled emails and it learns to call new ones spam or not. That shift from rules to examples is the heart of ML.
Deep Learning Inside ML
Deep learning is a smaller circle inside machine learning. It uses layered neural networks to learn really complex patterns on its own.
Why the Word Deep
The word deep just means many stacked layers. Each layer transforms the data a little, and together they capture rich, subtle structure.
Nested Circles
Picture three nested circles: AI holds machine learning, which holds deep learning. Deep learning is a powerful slice of the whole field, not a rival.
Classic ML Needs Hints
Classic machine learning often needs you to hand it useful features, like word counts, before it can learn anything from raw data.
Deep Learning Finds Features
Deep learning skips much of that prep: it learns its own features directly from raw pixels or text, which is why it shines on messy data.
It Loves Data
Deep models are hungry. They usually need lots of data and computing power, so a simpler ML model can win when examples are scarce.
One Tool Among Many
Deep learning is a brilliant tool, not the only one. Knowing where it sits helps you choose the right approach for each problem you face.
Quick Check
Let us pin down how these three fields relate.
Recap
You placed the family tree: AI holds machine learning, which holds deep learning. Deep nets learn features from data, while simpler models still win when data is small. 🌳
Frequently asked questions
Is the “AI vs Machine Learning vs Deep Learning” lesson free?
Yes — the full text of “AI vs Machine Learning vs Deep Learning” is free to read here on the web, and the Deep Learning Academy course includes 4 lessons in total. To practise it interactively (a built-in code editor and a 24/7 AI tutor) and unlock the rest of the Deep Learning Academy course, upgrade to CoddyKit PRO.
What will I learn in “AI vs Machine Learning vs Deep Learning”?
Where deep learning fits in the AI family tree. You practise Deep Learning Academy with hands-on code you run directly in the browser, and a 24/7 AI tutor answers your questions as you work through the lesson.
Do I need any experience to start Deep Learning Academy?
No prior experience is required. Deep Learning Academy on CoddyKit is structured for beginners through advanced learners; this is — lesson 1 of 4, so you can start here or from the beginning and move at your own pace.
How long does the “AI vs Machine Learning vs Deep Learning” lesson take?
Most CoddyKit lessons take about 5–10 minutes. Each one is bite-sized and interactive, so you make steady progress and pick up exactly where you left off across the web and the app.
Can I write and run code in this Deep Learning Academy lesson?
Yes. Every Deep Learning Academy lesson includes a built-in code editor, so you write and run real code right in your browser and get instant AI feedback — no local setup required.
All lessons in this course
- AI vs Machine Learning vs Deep Learning
- Why Neural Nets Beat Hand-Crafted Features
- Where Deep Learning Wins (and Where It Doesn't)
- The Training Loop in Plain English